effect of temperature on starch decomposition to...
TRANSCRIPT
Effect of Temperature on Starch Decomposition to Optimize Mash Tun Operation for the Design of a Brewery
Chemical Engineering Senior Design
Spring 2011
Cynthia Brittany BeachamRaymond Joseph Filosa Jr.
Mark Mathiew Williams
Acknowledgments
We would like to thank Dr. Ahbay Vaze, faculty and researcher of the Chemistry
department for his patience and willingness to allow us almost unconditional use of his
laboratory for running our tests. His contributions to our group played a significant role in the
success of the analysis of our experiment. This project enabled two independent departments on
campus, the Chemistry and the Chemicals, Materials, and Biomolecular Engineering
departments to work together for the first time on a chemical engineering senior design project.
We hope this positive experience will be the first of many in unifying engineering and non-
engineering institutions on campus to enhance the education of all students.
We would like to thank Dr. William E. Mustain whose willingness to support radical
ideas procured the creation and success of this senior design project. The completion of this
project marks the one and a half year anniversary when he was approached by two students who
wanted to turn their beer brewing hobby into a scientific endeavor. His decision that day initiated
a chain of events that led to the formation of a class, a complete laboratory, and a senior design
project.
Finally, we would like to thank the entire faculty of Department of Chemical, Materials
& Biomolecular Engineering for the positive experience the last four years of undergraduate
studies have been.
1 | P a g e
Table of Contents
Table of Figures...............................................................................................................................4
List of Tables...................................................................................................................................6
Executive Summary.........................................................................................................................8
High Performance Liquid Chromatography Testing.....................................................................10
Background and Purpose...........................................................................................................10
Experimental Procedure............................................................................................................12
Results and Data Analysis..........................................................................................................15
Kinetic Model................................................................................................................................26
Flow Sheet.....................................................................................................................................33
Flow Sheet Description..............................................................................................................34
Silo.........................................................................................................................................34
Milling...................................................................................................................................34
Mashing.................................................................................................................................36
Wort Boiling..........................................................................................................................38
Heat Exchanger......................................................................................................................40
Fermentation Tank.................................................................................................................42
Filter.......................................................................................................................................43
Brightening Tank...................................................................................................................44
Bottler/Labeler.......................................................................................................................45
Kegging Machine...................................................................................................................47
Hop / Refrigeration Room.....................................................................................................48
Instant Hot Water Heater.......................................................................................................48
Steam Boiler..........................................................................................................................49
Chiller....................................................................................................................................49
Calculations...................................................................................................................................50
Material Accounting..................................................................................................................50
Energy Requirements.................................................................................................................64
Aspen Model Flow Sheet...............................................................................................................76
2 | P a g e
Aspen Model Description..........................................................................................................78
Hazard and Operability Study.......................................................................................................79
Environmental Impact Analysis....................................................................................................91
Expenses........................................................................................................................................94
Batch Size Reduction.................................................................................................................94
Grain Pricing..............................................................................................................................95
Water Usage...............................................................................................................................96
Cleaning Materials.....................................................................................................................97
Hop Pricing................................................................................................................................99
Yeast Pricing..............................................................................................................................99
CO2.............................................................................................................................................99
O2..............................................................................................................................................100
Diatomaceous Earth.................................................................................................................101
General Waste Disposal...........................................................................................................101
Labor........................................................................................................................................102
Profitability Analysis...................................................................................................................106
Distribution..............................................................................................................................106
Spent Grains.............................................................................................................................107
Economic Analysis..................................................................................................................109
Final Decision..............................................................................................................................114
Works Cited.................................................................................................................................116
Appendix – A: H.P.L.C. Data......................................................................................................118
Appendix – B: Mathematica Code for Kinetic Model.................................................................137
Appendix – C: Malt Analysis Charts...........................................................................................149
Appendix – D: H.A.Z.O.P. Charts...............................................................................................150
Appendix – E: Environmental Concerns: Dust Regulations and Containment...........................176
Appendix – F: Profitability Excel Charts....................................................................................180
3 | P a g e
Table of Figures
Figure 1: Representative Chromatogram for the 2500 ppm standard solution..............................15Figure 2: Stacked chromatograms of the five standard solutions tested.......................................17Figure 3: Compilation of multiple injections done throughout testing..........................................19Figure 4: Stacked chromatograms of all samples for the T=70C mash temperature.....................20Figure 5: 70C Concentration of each sugar over the 60 minute mash time..................................21Figure 6: Stacked chromatograms of all samples for the T=63C mash temperature.....................22Figure 7: Concentrations of each sugar at every time point over the 60 minute mash time.........23Figure 8: Stacked chromatograms of all samples at the T = 55C mash temperature....................24Figure 9: Concentrations of each sugar at every time point over the 60 minute mash time.........25Figure 10: Wort Carbohydrate Model @ 55 C..............................................................................29Figure 11: Wort Carbohydrate Model @ 70 C..............................................................................30Figure 12: Wort Carbohydrate Model @ 63 C..............................................................................30Figure 13: Mash Temp 55 C - Experimental vs. Modeled............................................................31Figure 14: Mash Temp 63 C - Experimental vs. Modeled............................................................31Figure 15: Mash Temp 70 C - Experimental vs. Modeled............................................................32Figure 16: Flow Sheet of Brewery.................................................................................................33Figure 17: Energy requirement difference for each experimental mash temperature, per batch...75Figure 18: Aspen Flow Sheet........................................................................................................76Figure 19: Silo and Auger Conveyer.............................................................................................79Figure 20: Diagram of Grain Mill.................................................................................................80Figure 21: Diagram of Mash Tun. The outer lines depict the insulation.......................................81Figure 22: Diagram of the Boiling Kettle. The outer vessel is the steam jacket...........................82Figure 23: Diagram of the Heat Exchanger...................................................................................83Figure 24: Diagram of the Fermentation Tank. The outer vessel is the jacketed for cooling.......84Figure 25: Diagram of the Filter....................................................................................................85Figure 26: Diagram of the Brightening Tank................................................................................86Figure 27: Block Diagram for the Bottle/Labeler, Keg Filler, and In House Kegs.......................87Figure 28: Block Diagram of the Steam Generator.......................................................................88Figure 29: Diagram of the Instant Hot Water Heater....................................................................89Figure 30: Diagram of the Cooling Unit........................................................................................89Figure 31: Diatomaceous Earth.....................................................................................................91Figure 32: Labor Distribution Tree..............................................................................................102Figure 33: Bottle Label Design....................................................................................................115Figure 34: Fructose calibration curve from Standard Solution Injections...................................118Figure 35: Dextrose calibration curve from Standard Solution Injections..................................118Figure 36: Sucrose calibration curve from Standard Solution Injections....................................119Figure 37: Maltose calibration curve from Standard Solution Injections....................................119
4 | P a g e
Figure 38. Maltotriose calibration curve from Standard Solution Injections..............................120Figure 39. Maltotetraose calibration curve from Standard Solution Injections...........................120Figure 40. Dextrose concentration profile over 60 minute mashing time for T = 70 C..............125Figure 41. Sucrose concentration profile over 60 minute mashing time for T = 70 C................125Figure 42. Maltose concentration profile over 60 minute mashing time for T = 70 C................126Figure 43. Maltotriose concentration profile over 60 minute mashing time for T = 70 C..........126Figure 44. Maltotatraose concentration profile over 60 minute mashing time for T = 70 C.......127Figure 45. Dextrose concentration profile over 60 minute mashing time for T = 63 C..............130Figure 46. Maltose concentration profile over 60 minute mashing time for T = 63 C................130Figure 47. Maltotriose concentration profile over 60 minute mashing time for T = 63 C..........131Figure 48. Maltotetraose concentration profile over 60 minute mashing time for T = 63 C.......131Figure 49. Fructose concentration profile over 60 minute mashing time for T = 55 C...............134Figure 50. Dextrose concentration profile over 60 minute mashing time for T = 55 C..............134Figure 51. Sucrose concentration profile over 60 minute mashing time for T = 55 C................135Figure 52. Maltose concentration profile over 60 minute mashing time for T = 55 C................135Figure 53. Maltotriose concentration profile over 60 minute mashing time for T = 55 C..........136Figure 54. Maltotetraose concentration profile over 60 minute mashing time for T = 55 C.......136
5 | P a g e
List of Tables
Table 1: Method Developed for HPLC Analysis of Sugars in Wort.............................................14Table 2: Integration Events Table for Analyzing Analog Peaks..................................................16Table 3: Calibration Curve Expressions from Known Standard Concentrations..........................18Table 4: Model Stoichiometry.......................................................................................................27Table 5: Grain and Hop Bill..........................................................................................................51Table 6: Points Per Grain...............................................................................................................52Table 7: Grain Required and Extraction Percentages....................................................................53Table 8: Mass Balance - Mash Tun...............................................................................................55Table 9: Mass Balance - Boiling Kettle.........................................................................................57Table 10: Mass Balance - Aeration...............................................................................................59Table 11: Mass Balance - Fermentation........................................................................................61Table 12: Mass Balance - Filtration...............................................................................................61Table 13: Energy Calculations for the Mill and Auger Conveyers...............................................65Table 14: Energy Calculations for the Hot Water Heater and Pump............................................67Table 15: Energy Calculations for Mash Tun and Mash Pump.....................................................68Table 16: Energy Calculations for the Boiling Kettle, Whirlpool Pump, and Outlet Pump.........71Table 17: Energy Calculations for the Heat Exchanger and Pump...............................................72Table 18: Energy Calculations for the Fermentation Tank and Pump..........................................74Table 19. Comparative Energy Consumption in kW for the Three Tested Mash Temperatures.. 75Table 20: Price of Water Used in the Brewery for Each Batch and for Each Month....................96Table 21: Break Down of Cleaning Water per Batch....................................................................98Table 22: Product Distribution....................................................................................................107Table 23: Essential Equipment, Capital Costs, and Manufacturers.............................................110Table 24: Raw Materials and Respective Manufacturer and Prices............................................111Table 25: Utilities used, Respective Providers, and Pricing........................................................112Table 26: Energy Costs for Each Piece of Equipment................................................................113Table 27. Sequence Run for All Trials at All Temperatures.......................................................121Table 28. Summary of all peak areas for each sample of the T=70C mashing temperature.......122Table 29. Summary of all peak areas for each sample of the T=63C mashing temperature.......127Table 30. Summary of all peak areas for each sample of the T=55C mashing temperature.......132Table 31: HAZOP - Process Component: Silo and Mechanical Screw Auger............................150Table 32: HAZOP - Process Component: Grain Mill.................................................................151Table 33: HAZOP - Process Component: Mash Tun..................................................................152Table 34: HAZOP - Process Component: Boiling Kettle............................................................154Table 35: HAZOP - Process Component: Heat Exchanger.........................................................157Table 36: HAZOP - Process Component: Primary Fermenter....................................................158Table 37: HAZOP - Process Component: Filter..........................................................................160
6 | P a g e
Table 38: HAZOP - Process Component: Brightening Tank......................................................162Table 39: HAZOP - Process Component: Keg Filler..................................................................165Table 40: HAZOP - Process Component: Bottler/Labeler..........................................................167Table 41: HAZOP - Process Component: In House Kegs...........................................................169Table 42: HAZOP - Process Component: Steam Generator.......................................................171Table 43: HAZOP - Process Component: Instant Water Heater.................................................172Table 44: HAZOP - Process Component: Cooling Unit.............................................................174
7 | P a g e
Executive Summary
The optimization of the brewing process has been sought after since beer was first
created. In this particular case, beer brewing optimization was investigated in terms of several
different factors. The main goal of this analysis was to investigate the effects of varying mash
temperatures on finished beer quality.
The brewery that was developed in this analysis was decided to be built in Storrs, CT.
This highly populated college town is a premier location to start a brewery for many reasons.
The main reason for this choice of location was that there are an endless amount of consumers
present creating and endless market. The beer that was chosen to be created for the purpose of
this analysis was a variation of pale ale. Using a recipe, three different batches were created at
three different mash temperatures of 55°C, 62.5°C, and 70°C. Samples were taken over time for
each temperature and the sugar profiles were examined using high-performance liquid
chromatography (HPLC). The HPLC results were then used in order to make create a kinetic
model to investigate the effects mash temperature had on sugar profiles as well as finished
product quality. The highest quality beer was produced at a mash temperature of 70°C and as
confirmed with experimental tasting. A theoretical flow sheet was created for this brewery and
mass and energy balances were calculated to ensure the flow sheet design was realistic. In order
to insure that the safety and engineering in this process was thorough, a HAZOP analysis was
performed on all components in the flow sheet. Also, in order to make sure that all solid and
liquid waste leaving this brewery was safe an environmental impact analysis was performed.
8 | P a g e
The amount of batches that would be brewed per week was also investigated and
optimized. A brewing schedule of two days a week with two batches a day was compared with a
schedule of four days a week with one batch a day. It was seen that brewing four days a week
used 50% of the energy required to brew two days a week and was the method that would be
used for this brewery.
All expenses of the brewery were calculated for the sake of a profitability analysis. Using
a profitability model, it was calculated that the payback period for this particular brewery is 1.8
years. This payback period is very low for a new company and therefore suggests that this
brewery overall would be a sound business investment.
9 | P a g e
High Performance Liquid Chromatography Testing
Background and Purpose
Developing a kinetic model to predict the fermentable sugar profiles required
experimental data for determination of the kinetic constants. High Performance Liquid
Chromatography (HPLC) was chosen as the method to measure the sugar concentrations as a
function of time and temperature in order to calculate the k values for each sugar profile change
throughout the mashing process. Liquid chromatography involves a column that has a specific
packing material, called the stationary phase, to bind the solutes in a solution. The mobile phase
is a buffer solution prepared to flow through the column and force the solutes to elute from the
column at different times based on their size and molecular interaction with the stationary phase.
The eluted solutes flow to a detection unit, such as refractive index, UV-Vis, or fluorescence
detector, which determines the amount of each component in solution based on light absorption
or distortion. The representative chromatogram from the detector displays peaks corresponding
to the level of absorption (in mVolts) of the sample at an elution time (termed the retention time)
that is specific to that component under the running conditions.
Two mechanisms of liquid chromatography are commonly used and they differ by the
polarity of the stationary and mobile phases. Normal Phase HPLC uses a stationary phase that is
more polar than the solvent and the driving force behind adsorption to the column is hydrogen
bonding. High salt buffers are typically used to compete with the solutes for binding on the
column and cause elution based on molecular size and decreasing hydrophobicity. Reverse phase
HPLC is performed with a nonpolar stationary phase and more polar mobile phase. Solute
retention on the column is due to hydrophobic interactions with the stationary phase.
10 | P a g e
Components elute based on polarity and size; the polar molecules eluting first from smallest size
(and therefore the smallest interaction area) to the largest followed by the nonpolar solutes in
increasing size (Swadesh, 2001).Reverse phase HPLC was used in this experiment with a 75%
acetonitrile solution as the mobile phase and an amine packing for a stationary phase. The
organic acetonitrile allowed the sugars to bind to the column, while the water entering the
column over the course of the run (as 25% of the buffer solution) competed with the solutes to
elute the component sugars based on molecular size.
The methods of solute detection mentioned previously all involve the absorption or
distortion of light. Refractive index detectors measure the bending of a ray of light passing
through two mediums. The mobile phase is injected into the reference cell of the detector to
eliminate any noise from the dilution buffer. The light passing through the buffer (or the normal)
is bent by a measurable angle, called the angle of refraction, when passed from the normal to the
sample medium (Britannica, 2011). As the concentration of the solute increases in solution, the
angle of refraction proportionally increases as indicated by the peaks of the chromatogram. UV-
Vis spectroscopy detection measures the attenuation of a light beam by the sample (Ultraviolet
and Visible Absorption Spectroscopy (UV-Vis), 2000). Wavelengths are specified for absorption
measurements within the 400-750nm UV-Vis range. These wavelengths induce excitation of the
outer electrons which causes energy absorption. This absorption (of light) corresponds to the
peaks on the chromatogram and is proportional to the concentration of solute in the sample (UV-
Vis Absorption Spectroscopy). Fluorescence detection sends ultraviolet light through the sample
which excites the electrons of lower energy molecules which results in the emission of light, an
event termed photoluminescence (UV-Vis Absorption Spectroscopy). The level of fluorescence
is measured by the detector and peaks corresponding to the sample concentration are recorded on
11 | P a g e
the chromatogram. The method of detection used in this experiment was refractive index. Sugars
do not easily fluoresce and would require chemical labeling with fluorescent tags to produce
conclusive data. Sugars are also not detected as well with UV-Vis spectroscopy, therefore
refractive index was used to measure the sugar profiles in the wort.
Experimental Procedure
The six sugars in the wort that were monitored during mashing, in order of increasing
molecular size, were fructose, dextrose, sucrose, maltose, maltotriose, and maltotetraose. Three
temperatures (70oC, 63oC, and 55oC) were chosen as the variables for the mashing process. The
grains for the recipe were milled and added to 7 liters of water that was brought to the respective
temperature and maintained using a heating coil and temperature controlled water bath.
Starting at t=0 minutes, 15 mL samples of the mash were taken every 5 minutes and
added to 1 mL of 0.1M ammonium hydroxide (NH4OH) to quench the enzymatic reactions
breaking down the starches into simple sugars. The quenched samples (taken up to t=60 min)
were immediately placed in an ice bath to deactivate any enzymes that may have still been active
after the caustic addition. The samples from the three temperature trials were centrifuged for 30
minutes at approximately 1500-2000 RPM and the supernatant transferred to clean vials. The pH
of every sample was recorded and 1M sodium hydroxide was added to bring the samples to pH
6.8. Each sample was diluted 100x to prevent any possibility of clogging the column. The
solutions were then filtered through 0.45µm syringe filters into HPLC vials to be injected onto
the column.
Before the experiment samples could be run, a calibration curve had to be developed for
each sugar. Standard solutions of known composition and concentration were prepared for the
12 | P a g e
six sugars and run on the Shimadzu liquid chromatograph in order to determine the retention
times of each component and the corresponding absorption reading. The standard solutions of
each sugar were then mixed together at different concentrations from 500 ppm to 2500 ppm and
run to ensure separation of the sugars was achieved as indicated by distinct peaks on the
chromatogram. The standard calibration curve is shown in Figure 1.
It can be seen that each sugar was separated by the sharp peaks and the baseline returning
to zero in between each peak. The standard solutions were injected in triplicate to ensure the
precision of the linear fits. Once the calibration was complete, each sample was run using a
method developed for the standard solutions to achieve the best resolution and separation of the
sugars. The method is outlined in Table 1. The sequence of the injections is shown in Table 28
in Appendix 1. A 2500 ppm standard solution was injected before each temperature block of
samples to observe any retention time shifts that could have been caused by residue on the
column, shown in Figure 1.
All of the standard solutions were injected at a runtime of 90 minutes to ensure adequate
time for the maltotetraose, the largest molecule tested, to elute. Maltotetraose eluted around 43
minutes allowing the runtime to be shortened to 55 minutes. The oven temperature was set at
35°C to increase the solubility of the sugars and shorten the retention time of each solute. The
sample was diluted 100x so that it was more easily filtered through the 0.45μm syringe filter.
The sugar analysis column was donated by Kromasil for this analysis.
13 | P a g e
Table 1: Method Developed for HPLC Analysis of Sugars in Wort.
Item Description/Operating Conditions
ColumnAkzo Nobel Kromasil 100 Å, 5 μm, NH2, 4.6 ×
250 mm
Mobile Phase 75% Acetonitrile
Time Program Isocratic Method
Flow Rate
Time (minutes)
0.01 Operation
55.01 Controller Start
1.00 mL/min Controller Stop
Detection Refractive Index
Sample Dilution 100x
Sample pH ~ 6.8
Autosampler Temperature 25 °C
Column Oven Temperature 35 °C
Run Time 55 minutes
14 | P a g e
Results and Data Analysis
A representative chromatogram for the 2500 ppm standard solution is shown in Figure 1.
It can be seen that fructose elutes first at 8 minutes followed by the order of increasing molecular
size sugars with maltotriose eluting around 25 minutes. This method is not extremely selective
for maltotetraose, the signal from RI detection is weak, but the peaks were significant enough to
be integrated and a trend determined for each of the three temperature batches. The peak for each
sugar is sharp and distinct indicating adequate separation of the sugars on the column with the
chosen flow rate, buffer composition, and column temperature.
Minutes
0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0 32.5 35.0 37.5 40.0 42.5 45.0 47.5 50.0 52.5 55.0 57.5 60.0
mV
olts
-10
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
65
mV
olts
-10
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
65
2284
2649
69
2237
68
3303
48
3276
2790
09
8050
3929
483
390
1085
778
2531
27
797
3029
3654
1635
2
2816
2
242
4546
929
9230
2856
1009
2
3248
1726
132
4696
5420
86
Analog - Analog Board 2Sugar Standard Solution 2500 ppm
Area
Fruc
tose
Dext
rose
Sucr
ose
Mal
tose
Mal
totr
iose
Mal
tote
trao
se
Figure 1: Representative Chromatogram for the 2500 ppm standard solution.
The stacked chromatograms for the standard solutions of varying concentrations are
shown in the Figure 2. The peaks were integrated using the Shimadzu software to calculate the
15 | P a g e
area of each peak. The areas were graphed versus concentration to obtain equations for each
sugar. These equations were used to determine the unknown concentrations of the sugars in the
samples based on the calculated area. The integration events developed for the method are shown
in Table 2. The calibration equations for the sugars are shown in Table 3 and the calibration
curves for each sugar are shown in Appendix – A: H.P.L.C. Data.
Table 2: Integration Events Table for Analyzing Analog Peaks.
Integration Events
Channe
l Analog
Enabled Event Type Start (Min) Stop (Min) Value
Yes Integration Off 0 6 0
Yes Threshold 6 30 100
Yes Width 6 30 0.2
Yes Integration Off 30 40 0
Yes Width 42 45 0.3
Yes Threshold 42 45 50
Yes Integration Off 48 60 0
No Manual Baseline 22.2 24.2 0
The manual baseline was added to some samples that showed low concentration and
signal for maltotriose. The chromatograms were analyzed and if a peak too small to overcome
the integration threshold was visible, the manual baseline was used.
16 | P a g e
Minutes
2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0 32.5 35.0 37.5 40.0 42.5 45.0 47.5 50.0 52.5 55.0 57.5
mV
olts
-5
0
5
10
15
20
25
30
35
40
45
50
55
mV
olts
-5
0
5
10
15
20
25
30
35
40
45
50
55
Analog - Analog Board 2Sugar Standard Solution 500 ppm
Analog - Analog Board 2Sugar Standard Solution 1000 ppm
Analog - Analog Board 2Suger Standard 1500 ppm
Analog - Analog Board 2Sugar Standard Solution 2000 ppm
Analog - Analog Board 2Sugar Standard Solution 2500 ppm
500 ppm
1000 ppm
1500 ppm
2000 ppm
2500 ppm
Figure 2: Stacked chromatograms of the five standard solutions tested.
The peaks for each sugar grow with each increasing concentration of the standard
solution. This verifies that the column and detector are sensitive to concentration differences and
low concentrations of 500 ppm are detectable. The peak areas were graphed versus the known
concentrations of the solutions to obtain the calibration curves for each sugar. The equations
listed in Table 3 show a linear fit for each sample.
17 | P a g e
Table 3: Calibration Curve Expressions from Known Standard Concentrations
Calibration Expressions for Sugars
Sugar y variable x variable Calibration Line Equation
Fructose Peak Area ppm y = 105.68x + 19327
Dextrose Peak Area ppm y = 83.379x + 477.5
Sucrose Peak Area ppm y = 121.37x + 15671
Maltose Peak Area ppm y = 108.34x - 8671.2
Maltotriose Peak Area ppm y = 103.84x - 12110
Maltotetraose Peak Area ppm y = 26.747x - 5833.2
The sequence of runs for this experiment was organized in order of sample time for each
temperature. Before starting the sample injections, the 2500 ppm standard solution was injected
to verify there was nothing skewing the data such as clogs in the column, buildup on the column,
or instability of the RI detector. The standard was also injected in between each temperature
block of samples. The chromatograms are overlaid in Figure 3 in order to observe the baseline,
peak area, and retention time changes. Multiple injections of the standard solutions over the
course of the testing were done to test for reproducibility and system stability.
18 | P a g e
Minutes2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0 32.5 35.0 37.5 40.0 42.5 45.0 47.5 50.0 52.5 55.0
mVo
lts
40
50
60
70
80
90
100
110
120
mV
olts
40
50
60
70
80
90
100
110
120
Analog - Analog Board 2Standard 2500 ppm
Analog - Analog Board 2Standard 2500 ppm
Analog - Analog Board 2Standard 2500 ppm
1st injection - Before 70C Samples
2nd injection - Before 63C Samples
3rd injection - Before 55C Samples
Figure 3: Compilation of multiple injections done throughout testing.
It can be seen from Figure 3 that there was a slight shift in retention time over the course
of the sequence, having the most significant impact on maltotriose. The retention time for
maltotriose shifted from around 23 minutes to 21 minutes. This is not detrimental to the
experiment because it does not interfere with any other retention times of the sugars. The peak
heights of the three injections are consistent except for maltotetraose. As mentioned previously,
this method was not very selective for maltotetraose, explaining why the data for this sugar is
inconsistent.
The stacked chromatograms of all the samples at a mash temperature of T= 70 °C is
shown in Figure 4. The 25 minute sample was considered an outlier because the peaks were
undetectable and inconsistent with the trend noticed between all other trials. It can be seen that
19 | P a g e
the peak for dextrose grows over the 60 minute mashing time, as well as maltotriose. The growth
in peak height of maltose is less significant in the chromatogram; however the peak areas show
significant increases between trials. The peak areas for each trial are shown in the Area %
Reports in Appendix 1. The areas were plugged into the calibration equations for their respective
sugar and the corresponding concentrations were calculated. The concentration changes of each
sugar over the 60 minute mash time are plotted altogether in Figure 5 and individually in Figure
40 through Figure 44 in Appendix – A: H.P.L.C. Data. The plot for fructose is not included
because the concentrations were undetectable.
Minutes2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0 32.5 35.0 37.5 40.0 42.5 45.0 47.5 50.0 52.5
mVo
lts
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
65
mVol
ts
-5
0
5
10
15
20
25
30
35
40
45
50
55
60
65
Analog - Analog Board 270C t=5
Analog - Analog Board 270C t=10
Analog - Analog Board 270C t=15
Analog - Analog Board 270C t=20
Analog - Analog Board 270C t=30
Analog - Analog Board 270C t=35
Analog - Analog Board 270C t=40
Analog - Analog Board 270C t=45
Analog - Analog Board 270C t=50
Analog - Analog Board 270C t=55
Analog - Analog Board 270C t=60
t = 5 min
t = 10 min
t = 15 min
t = 20 min
t = 30 mint = 35 min
t = 40 mint = 45 mint = 50 min
t = 55 min
t = 60 min
mVo
lts
Minutes
Fruc
tose
Dext
rose
Sucr
ose M
alto
se
Mal
totr
iose
Mal
tote
trao
se
Figure 4: Stacked chromatograms of all samples for the T=70C mash temperature.
20 | P a g e
0 10 20 30 40 50 600.00E+00
5.00E+04
1.00E+05
1.50E+05
2.00E+05
2.50E+05
3.00E+05T = 70 C Sugar Profile
Maltose Maltotetraose Dextrose Maltotriose Sucrose
Time (Min)
ppm
Figure 5: 70C Concentration of each sugar over the 60 minute mash time.
It can be seen that the trend for each sugar is increasing from the initial sample at t=0
minutes to the final sample at the completion of the mash at t=60 minutes. There is a strong
correlation between the maltose, maltotriose, and maltotetraose profiles, as the maltotetraose
decreased between t= 30 minutes to t = 40 minutes, there is a sharp increase in the maltose and
maltotriose concentrations. Maltotetraose breaks down into maltose and maltotriose which
explains the strong dependence on each other for overall concentration and sugar profile.
The stacked chromatograms of all the samples at a mash temperature of T= 63 °C are
shown in Figure 6. The 55 minute sample was not included in the plot because the peaks were
undetectable and inconsistent with the trend noticed between all other trials. It can be seen that
the peaks for dextrose, fructose, and maltose grow significantly over the 60 minute mashing
time. The chromatograms do not show significant peaks for maltotriose in any of the samples,
but the area percents were calculated during integration and a trend observed over the mashing
time. The peak areas for each trial are shown in the Area % Reports in Appendix – A: H.P.L.C.
21 | P a g e
Data. The areas were plugged into the calibration equations for their respective sugar and the
corresponding concentrations were calculated. The concentration changes of each sugar over the
60 minute mash time are plotted altogether in Figure 7 and individually in Figure 45 through
Figure 48 in Appendix – A: H.P.L.C. Data. The plots for fructose and sucrose were not included
because their concentrations were undetectable.
Minutes0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0 32.5 35.0 37.5 40.0 42.5 45.0 47.5 50.0 52.5 55.0
mVo
lts
40
50
60
70
80
90
100
110
120
mVolts
40
50
60
70
80
90
100
110
120
Analog - Analog Board 263C t=0
Analog - Analog Board 263C t=5
Analog - Analog Board 263C t=10
Analog - Analog Board 263C t=15
Analog - Analog Board 263C t=20
Analog - Analog Board 263C t=25
Analog - Analog Board 263C t=30
Analog - Analog Board 263C t=35
Analog - Analog Board 263C t=45
Analog - Analog Board 263C t=45
Analog - Analog Board 263C t=50
Analog - Analog Board 263C t=60
t = 5 mint = 10 min
t = 15 min
t = 20 min
t = 30 min
t = 35 mint = 40 mint = 45 mint = 50 min
t = 60 minFruc
tose
Dext
rose
Sucr
ose M
alto
se
Mal
totr
iose
Mal
tote
trao
set = 25 min
t = 0 min
Figure 6: Stacked chromatograms of all samples for the T=63C mash temperature.
22 | P a g e
0 10 20 30 40 50 600.0E+00
5.0E+04
1.0E+05
1.5E+05
2.0E+05
2.5E+05
3.0E+05
3.5E+05
4.0E+05
4.5E+05T = 63 C Sugar Profile
Dextrose Maltose Maltotriose Maltotetraose
Time (Minutes)
ppm
Figure 7: Concentrations of each sugar at every time point over the 60 minute mash time.
The trend for each sugar shows steady increase over the mashing time. There is less of a
drastic correlation for the maltose, maltotriose, and maltotetraose profiles at this temperature. It
appears that there is more of a steady production of each sugar. There is a decrease in
maltotetraose between t = 35 minutes to t = 55 minutes with a corresponding increase in
maltotriose and maltose, however the changes over time are much less extreme than in the 70°C
samples.
The stacked chromatograms of all the samples at a mash temperature of T= 55 °C are
shown in Figure 8. The 45 minute sample was not included in the plot because the peaks were
undetectable and inconsistent with the trend noticed between all other trials. It can be seen that
the peaks for dextrose, fructose, and maltose grow significantly over the 60 minute mashing
23 | P a g e
time. The chromatograms do not show significant peaks for maltotriose in any of the samples,
but the area percents were calculated during integration and a trend observed the mashing time.
The peak areas for each trial are shown in the Area % Reports in Appendix 1. The areas were
plugged into the calibration equations for their respective sugar and the corresponding
concentrations were calculated. The concentration changes of each sugar over the 60 minute
mash time are plotted altogether in Figure 9 and individually in Figure 49 through Figure 54 in
Appendix – A: H.P.L.C. Data. The plot for maltotriose was not include because the data was
inconclusive.
Minutes0.0 2.5 5.0 7.5 10.0 12.5 15.0 17.5 20.0 22.5 25.0 27.5 30.0 32.5 35.0 37.5 40.0 42.5 45.0 47.5 50.0 52.5 55.0
mVo
lts
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120
mVolts
40
45
50
55
60
65
70
75
80
85
90
95
100
105
110
115
120Analog - Analog Board 255C t=0
Analog - Analog Board 255C t=10
Analog - Analog Board 255C t=15
Analog - Analog Board 255C t=20
Analog - Analog Board 255C t=25
Analog - Analog Board 255C t=30
Analog - Analog Board 255C t=5
Analog - Analog Board 255C t=35
Analog - Analog Board 255C t=40
Analog - Analog Board 255C t=50
Analog - Analog Board 255C t=50
Analog - Analog Board 255C t=60
t = 0 min
t = 5 mint = 10 min
Fruc
tose
Dext
rose
Sucr
ose
Mal
tose
Mal
totr
iose
Mal
tote
trao
se
t = 15 mint = 20 mint = 25 mint = 30 mint = 35 min
t = 40 min
t = 50 min
t = 60 mint = 55 min
Figure 8: Stacked chromatograms of all samples at the T = 55C mash temperature.
24 | P a g e
0 10 20 30 40 50 600.0E+00
5.0E+04
1.0E+05
1.5E+05
2.0E+05
2.5E+05
3.0E+05
3.5E+05
T = 55C Sugar Profile
Dextrose Fructose Maltose Sucrose MaltotetraoseTime (Minutes)
ppm
Figure 9: Concentrations of each sugar at every time point over the 60 minute mash time
The sugar concentrations in this sample are significantly lower than the other two
temperature trials. The peak maltose concentration occurred at t = 60 with a value of about
3.0E+05 ppm, but all time points before that show a peak concentration that is seen in the other
samples at the 10 minute sample. Therefore, there are far less fermentable sugars present in this
sample than the other two wort samples. The other two samples show that maltose is present in
much greater concentration than any other sugars in solution, but the T = 55C data shows
comparable concentrations of maltose and dextrose. The T = 63C data shows the greatest
concentration of maltose at the final mashing time, but much lower concentration of the other
fermentable sugars. The concentration of maltotetraose (un-fermentable sugar) in the T = 63C
and the T = 70C samples is approximately the same and the concentrations of fermentable sugars
are comparable as well.
25 | P a g e
Kinetic Model
The degradation of starch is a complex bio-molecular reaction involving hundreds if not
thousands of interactions between molecules. In order to model the different sugar profiles
formed for different mash temperatures it was necessary to make some simplifications and define
reaction stoichiometry.
The starch in malted barley comes in two forms, amylose and amylopectin. Both of these
molecules consist of thousands of glucose monosaccharides tied together end to end via
alpha(1,4) and alpha(1,6)bonds glycosidic bonds. During the mash several enzymes bind to
different parts of the polymer starches to break bonds into smaller oligosaccharides. In general
mono, di, and some tri-saccharides are the sugars that yeast can ferment and sugars longer in
chain length contribute body and sweet flavors to the beer.
Two enzymes that are most prevent in forming the final sugar profile are beta and alpha
amylase. Mashing temperatures reflect conditions that allow these enzymes the optimal
conditions to break down starch. Beta amylase works by cleaving two glucose units from
amylose and amylopectin ends, leaving behind maltose sugars. Alpha amylase is less selective in
where it can bind to starch and cleaves it chains wherever it may land.
At temperatures of between 55 and 65 °C beta amylase activity is favored and the
resulting sugar profile tends to lead to a beer that is more fermentable, yielding a dryer more
alcoholic beer with a pronounced malt taste. Temperatures between 60 and 70 °C are optimal for
alpha amylase activity and the resulting sugar profile provides a beer that has a thicker mouth
feel, less alcohol, but deeper flavor. The interplay between these two enzymes has the potential
26 | P a g e
to allow one recipe the ability to create a lighter more alcoholic beer or one with more depth and
flavor. From the perspective of a brewery it is important to try and optimize conditions to create
a beer that yields the flavor and style desired and expected of that brewery. An interplay may
exist between the energy cost of mashing at a higher temperature and the return from providing a
beer that people consider premium, and are willing to pay premium price for.
To develop a model, 1st order reaction kinetics were assumed, meaning that the formation
of sugars would be assumed to be influenced by the concentration of other sugars. This was done
due to the limited testing equipment and time. The availability of the HPLC machine allowed for
the measurements of the formations of sugars over the course of the mashing. Table 4 describes
the stoichiometry assumed:
Table 4: Model Stoichiometry
1 1 [S] → 1800/B [HOS]k8
2 1 [HOS] → H/12 [1]k1
3 1 [HOS] → H/6 [2]k2
4 1 [HOS] → H/4 [3]k3
5 1 [HOS] → H/3 [4]k4
Where; 1800
B=H
Amylose was assumed to be 1800 glucose units long and B and H represent unknown
coefficients for the higher order sugars and the resulting decomposition of these sugars into
glucose, maltose, maltotriose, maltotetraose constituents. From these stoichiometric expressions
rates and rate laws were defined:
27 | P a g e
Rates:
r8=k8 ¿]
r 4=k 4[HOS]
r3=k3[ HOS]
r2=k2[ HOS]
r1=k1[HOS ]
Rate Laws:
r starch=−r8
d [ S ]dt
=−k8 [ S ]
r H .O. Sugars=1800
Br8−
H4
r4−H3
r 3−H2
r2−H1
r1
r H .O. Sugars=d [ HOS ]
dt=1800
Bk8 [ S ]−H
4k4 [ HOS ]− H
3k3 [ HOS ]−H
2k2 [HOS ]−H k1[HOS]=¿
rmaltotetraose=H3
r4=d [ 4 ]
dt= H
4k4 [ HOS ]
rmaltotriose=H4
r3=d [3 ]
dt= H
3k3 [ HOS ]
rmaltotetraose=H6
r2=
d [2 ]dt
=H2
k2 [ HOS ]
28 | P a g e
rmaltotetraose=H12
r1=d [ 1 ]
dt=H k1 [ HOS ]
The rate laws were typed into mathematic, Appendix – B: Mathematica Code for Kinetic
Model, and set up to be solved as a system of differential equations. Empirical rate constants
from the HPLC results were plugged in for each of the temperatures and a module was written to
minimize the sum of squares of the final concentrations of all of the measured sugars. The
stoichiometric coefficient, B, for higher order sugars was cycled through by Mathematica
algorithms to bring the final concentrations of the model as close as possible to the empirical
results. The results for each system were plotted and are shown in Figure 10, Figure 11, and
Figure 12.
Black lines depict the starch being decomposed; orange lines depict the formation of
higher order sugars; red the formation of maltotetraose, cyan the maltotriose, green the maltose
and blue the glucose.
29 | P a g e0 500 100 0 1 500 2000 2500 3000 350 0
0 .0
0 .2
0 .4
0 .6
0 .8
1 .0
1 .2
1 .4
Time Second s
Con
cent
ratio
nmolL
W ort Carbohy drate P rofi le 55 Cels iu s
Figure 10: Wort Carbohydrate Model @ 55 C
30 | P a g e
31 | P a g e
0 500 1 000 1 500 2000 250 0 3000 35000 .0
0 .5
1 .0
1 .5
Time Second s
Con
cent
ratio
nmolLW ort Carboh ydrate P rofi le 63 Cels iu s
Figure 11: Wort Carbohydrate Model @ 63 C
0 500 1000 1500 200 0 2 500 3000 35000 .0
0 .2
0 .4
0 .6
0 .8
1 .0
1 .2
1 .4
Time Seco nds
Con
cent
ratio
nmolL
W ort Carb ohydrate P rofi le 7 0 Cels iu s
Figure 12: Wort Carbohydrate Model @ 70 C
A comparison of the end concentrations of each of the sugars experimentally and for the model
are presented in Figure 10, Figure 11, and Figure 12
1 2 3 40.0000
0.1000
0.2000
0.3000
0.4000
0.5000
0.6000
0.7000
0.8000
0.9000
1.0000
Sugar Units
mol
/lit
Figure 13: Mash Temp 55 C - Experimental vs. Modeled
1 2 3 40.0000
0.2000
0.4000
0.6000
0.8000
1.0000
1.2000
1.4000
Sugar Units
mol
/lit
Figure 14: Mash Temp 63 C - Experimental vs. Modeled
32 | P a g e
1 2 3 40.0000
0.1000
0.2000
0.3000
0.4000
0.5000
0.6000
0.7000
0.8000
Sugar Units
mol
/lit
Figure 15: Mash Temp 70 C - Experimental vs. Modeled
From these results it is clear that the developed model has inaccuracies in predicting
some of the sugar profiles. Interestingly the predictability of glucose and maltose concentrations
were fairly accurate except for the 55 °C mash temperature. All tri and tetra saccharides were
unpredictable between all three mash temperatures.
The plot of the 55 °C mash depicted maltose to be present in the greatest amount relative
to the other sugars. This accurately depicts the greater percentage of beta amylase. This could
have been purely coincidental and further tests could prove or disprove the reliability of this
model in predicting accurate sugar ratios.
One of the biggest reasons for this was discussed when attempting to make
simplifications to model the process. The formation of sugars from the decomposition of starches
is dependent on the concentration of enzymes and not on the concentrations of sugars.
33 | P a g e
Flow Sheet
Figure 16: Flow Sheet of Brewery
FilterBrightening Tank
CO2 Tank
Keg Filler
Bottler/labeler
In House Kegs
Cooling Unit
Heat Exchanger
Fermentation Tank
City Water
Instant Water Heater
Mash TunBoiling Kettle
Steam Generator
Grain Mill
SiloGrain Truck
Mechanical Solid Screw Auger
Flow Sheet Description
SiloThe brewing process begins with the bulk storage of the most commonly used malts in
this brewery. In this particular brewery, the most used malt would be 2-row barley and would
need to be kept on site in bulk in order to reduce shipping costs from the grain distributor. A
large truck travels to the site and feeds the malt into a large silo via a mechanically operated
screw auger. The silo is kept on site directly outside of the building for quicker transportation
time from the truck into the silo. The minimum size for a silo is typically 800 ft3 and in the case
of this brewery it is 9 ft in diameter and 28 ft high which is equal to about 1100 ft3 (Grain).This
silo will be purchased from Brock Grain Systems for $10,000. When grain is needed for the start
of a new batch the grain is fed in this brewery by a mechanical solid screw auger to the hopper of
the mill. The reason this type of auger was chosen was that it has the advantage a greater
capacity and handles malt more gently than a flex auger. This auger is priced out to be $7,000
and is 25” in diameter with an efficiency of 22.38%. It is able to pump 18,000 lb/hr consuming
and in the case of this brewery it will take about 7.96 min to transport 2,387 lb of 2-row grain to
the mill (Max S. Peters, 2003).
Milling
Before the grain is milled it is sent into a feed hopper which is supported on a mechanical
platform located at the grist case. The grist case is a temporary storage hopper that feeds to the
mash tun. Typically the grist case is located above the mash tun allowing the milled grain to be
fed by gravity into the mash tun. Traditionally roll mills are used for preparing malt for mashing
35 | P a g e
in a mash or lauter tun. They are used in order to produce the particle size distribution desirable
for optimal extract recovery, but preserve the husk material that is required for filter bed
formation and subsequent liquid-solid separation. Roll mills work by crushing the malt as it is
drawn through the gap between the rollers exerting pressure and shear forces on the kernels
(Priest & Stewart, 2006). The rollers are commonly fluted in order to increase friction. Overall
multi-row mills provide greater control of the rate of feed of the unground malt, the spacing
between rolls, and the rate of speed, either uniform or differential, at which the rolls are driven
(Goldhammer, 2008). There are four different types of rollers; two, four, five and six rollers.
Two-row mills usually contain a distance between rollers of 1.3-1.5 mm. They are not very
flexible since reducing the gap between the rollers too much will cause damage to the husk and
will not give a proper grist size distribution. These types of mills are only suitable for well-
modified malt or for use in small breweries where running costs are low. In the case of this
brewery a four-row mill was chosen to be used for the milling process. The five- and six-row
mills are too large for the amount of batches being made per week. Since this brewery only
brews four times a week the four-row mill would be most sufficient. This is because the two-row
mill is not very flexible and the five- and six-row mills are for much larger scale breweries and
would be highly inefficient. The mill would be purchased from Pleasant Hill Grain Company for
$7,100. It has a 4,000 lb/hr capacity so milling the grain for this brewery would take less than an
hour (Grain). Once the grain is milled it is sent to the mash tun with the same type of auger
system that is used to send the grain from the silo at a price of $7,000.
There is an important concern to take note of when milling the grain in this brewery.
Since there is large amounts of dust produced during the brewing process it is very important to
keep it contained. To view the concerns associated with grain dust see Appendix – E:
36 | P a g e
Environmental Concerns: Dust Regulations and Containment. To contain the grain dust a box
would need to be built around the mill. This box needs to be able to keep the many dust particles
from being blown out into the rest of the brewery. In addition to the box, a dust vacuum would
need to be installed. This vacuum would be able to take the grain dust contained in the box and
transfer it into containers to be disposed of. The model of vacuum chosen was the JET DC-
650CK which is a 1 HP dust collector with canister and costs $499.99.
Another issue that is a concern with milling grain is making sure there are not any metal
pieces in the grain that may have broken off of the mill rollers as they wear down. This can be
avoided by adding a large magnet right after the point where the grain is milled. This magnet
would be able to attract any type of metal pieces and flakes as the milled grain freely pass by it.
MashingMashing is the process in which malt grist from the milling process and water are mixed
together at a suitable temperature so that the malt enzymes convert the various cereal
components into fermentable sugars and other nutrients (Priest & Stewart, 2006). The liquid
containing the nutrients is known as wort or extract and is the product after the mashing process.
In the case of this brewery a mash tun was chosen to be used for the mashing process. The type
of mashing that takes place in a mash tun is what is known as infusion mashing since it occurs in
a single vessel which is used for both conversion and separation. The form of a mash tun is a
round insulated enclosed vessel of 110” in diameter and 159” high for this particular brewery
and has the capacity of 80 bbl. There is a 1.5” layer of fiberglass insulation that surrounds the
outer surface of the mash tun in order to prevent heat loss. This particular mash tun would be
purchased from AAA Metal Fabrication for $42,336.60 (Fabrication, 2011). The floor is fitted
37 | P a g e
with a series of pipes which are used to run off the wort during separation. It contains a system in
order to recirculate the wort and it is fitted with a sparge arm to introduce sparge liquor toward
the end of the separation process. The sparge arm consists of concentric pipes suspended just
below the ceiling of the tun. These pipes are equipped with spray nozzles directed downward to
deliver the sparge water in a uniform pattern over the entire surface of the mash bed. Milled malt
is fed by gravity into the mash tun from the grist case and combined with water. The added water
first goes through an instant water heater in order to maintain constant temperature of the wort,
allowing the enzymatic action to take place. A temperature of 70°C is chosen for the mash
temperature for this particular brewery. As the grain is added a 3 hp mixer runs in order to keep
the grain circulating within the mash tun. Once the total volume of the milled grain would be
transferred into the vessel, it would be about 1-1.5 m deep and float towards the top of the layer
of water. The wort would be created by keeping the contents of the mash tun at the temperature
of 70°C for an hour. The wort collection system is fitted into the bottom of the vessel. The
gravity drained wort travels through the slots of the false bottom to the true bottom and then
leaves the mash tun through the runoff pipes which connect to a grant. Runoff is controlled by
taps on the pipes within the bottom of the mash tun. The runoff would be carried out slowly at
first and done over a control system fitted with a series of weirs, which are designed to reduce
the differential pressure and to avoid pulling down the mash bed. The wort is then re-circulated
though the mash tun until it runs clear. Filtration of the wort takes place within the grain bed, not
at the false bottom which is acting simply as a support for the grain bed (Priest & Stewart, 2006).
The wort would then be transferred to a brew kettle via use of a centrifugal pump. This pump is
to be purchased from AAA Metal Fabrication for this brewery at a price of $4,276 (Equipment
B. P.). At the start of the runoff the gravity of the wort is high but decreases during the process
38 | P a g e
due to sparging. Sparging liquor is about 75-78°C when it is sprayed on top of the mash. The
weight of this liquor and gravity push the wort through the bed of grain. Very little mixing takes
place during this process so the gravity of the newly collected wort would remain high until the
later stages of sparging. As the observed gravity falls, the runoff rate can thus be increased
without damage to the grain bed. The gravity falls slowly due to the sugars slowly leaching from
the grains. Sparging is generally stopped after the gravity of the wort is too low to be of use, or
enough wort has been collected. After all of the wort has been collected and transferred to the
brew kettle, the spent grains are removed by hand with a large scooper and put into containers to
be later picked up by the farmers (Priest & Stewart, 2006).
Wort Boiling After the wort is created in the mash tun it is pumped into a brew kettle using the wort
pump. This wort pump is to be bought from AAA Metal Fabrication and is capable of pumping
793gal/min and in this brewery. These kettles are fitted with a heating system that heats the wort
from the mash temperature which is 21.1°C in the case of this brewery to boiling temperature
which is just above 100°C. In the case of this brewery a kettle with an external steam heating
jacket is used. The size of the boil kettle would be 118” in diameter and 105” in height with an
80 bbl capacity. It would include 1.5” of fiberglass insulation in order to prevent heat loss while
boiling. The steam jacket associated with this system contains 6 total cylinders which would be
42” in diameter and 58” in height. This boil kettle would be purchased from the AAA Metal
Fabrication company for $33,048. One of the first reasons for boiling is to sterilize the wort.
Wort entering the kettle contains yeast, molds, and bacteria which can result in off-flavors and
numerous other problems. Boiling takes place for an hour and in any wort boiling process there
39 | P a g e
are multiple stages. These stages include the in-fill, preheating, rise to boil, boil, and transfer out.
Wort should be fed into the bottom of the kettle to reduce splashing and oxidation. Preheating is
done as soon as possible during the filling process and is applied slowly to reduce risk of fouling.
Hops are to be added to the wort at various points during the boiling process to provide flavor,
aroma, and antimicrobial attributes to beer. Addition is made to the boil because hops require to
be heated in order to convert their alpha-acids to iso-alpha-acids in a process known as
isomerization. This is a rapid process and 90% of the final wort bitterness will be produced
during the first 30 minutes of boiling. Hop oils will be largely lost during the boiling process,
which is an advantage, since these will cause a bitter, vegetable flavor in the beer if present in
too high levels. In this particular brewery SAAZ hops would be added when the water first
begins to boil. This is in order to maximize isomerization of its alpha-acid content and to drive
off undesirable flavor compounds. Cascade hops would then added 10 minutes before boiling is
stopped and again 5 minutes before boiling is stopped. The reason this type of hop is added
toward the end of the boil in order to add more hop oils before the termination of boiling. One of
the most noticeable events that takes place during boiling is the formation of color. This is
brought about by the formation of melanoidins, the oxidation of polyphenols and the
caramelization of sugars. The production of melanoidins occurs when reducing sugars from
carbohydrates react with amino acids that are derived from proteins during the mashing process.
About one-third or less of the melanoidins is formed during the boiling process. A toffee, nutty,
malty, and biscuit flavor are all associated with melanoidins. Once the entire hour and a half
boiling process is completed a pump would be used to create a whirlpool action within the kettle.
This would be achieved by drawing off the wort from the bottom of the kettle and injecting it
back into a tangentially inlet port on the side of the kettle. The purpose of this whirlpool is to
40 | P a g e
remove hot trub from the wort. Trub is the term used to describe the slurry of wort, hop particles,
and unstable colloidal proteins coagulated during the wort boiling process. The velocity of the
whirl pool should be less than 5m/sec and a transfer time fewer than 10 minutes to prevent
shearing of the trub. As the wort enters the tank tangentially, the trub moves out to the periphery
of the tank, sinks down the sides, and is propelled to the center of the tank where it forms into a
hard conical cake. The consistency of the solids changes over time and it eventually sets like
concrete due to oxidative copolymerization of proteins and polyphenols. After settling for about
25 to 30 minutes the clear wort would be drawn off and transferred to the heat exchanger using
the centrifugal pump. The trub is then removed using high-pressure water jetting in which high
pressured water breaks up the trub and sends it toward the outlet. This process must be carried
out within five minutes of the removal of the wort to prevent sticking of the trub to the kettle.
Since boiling is one of the most energy-consuming part of the brewing process, cost and energy
recovery must be considered for this stage of brewing. After boiling the hot wort is sent to a plate
and frame heat exchanger in order to be cooled using a brew pump supplied from AAA Metal
Fabrication for $2,471.
Heat ExchangerFrom the boil kettle the wort is sent to a heat exchanger in order to be rapidly cooled. The
most common form of heat exchanger in any particular brewery is the plate and frame heat
exchanger. The plates are made of stainless steel and around 0.5 mm thick in order to allow
optimum amounts of heat exchange. There are a total of 98 plates within the heat exchanger
chosen to be used in this brewery. The plate surfaces are embossed to create turbulent flow in
order to increase the amount of heat transferred (Priest & Stewart, 2006). The heat exchanger in
41 | P a g e
this brewery would be bought from AAA Metal Fabrication for $15,000. Wort enters the heat
exchanger at about 96˚C to 99˚C and exits at the cooled pitching temperature. There are two
different types of cooling known as single-stage and two-stage cooling. In single stage cooling, a
single stage heat exchanger is used and the wort is cooled with water in counter flow. The wort
enters the exchanger and cools to about 8˚C while the cold water being pumped through the
exchanger enters at about 2˚C and leaves at about 80˚C. If a brewery does not have a cold water
tank available and simply uses city water it is difficult to cool the wort down in a sufficient
amount of time since the temperature of the inlet water to the heat exchanger changes depending
on the time of year. If the inlet water supply temperature is too high a two-stage cooling method
would be of better use. The first stage of the process is to use the same exchanger as in the
single-stage process. Since the inlet water to the exchanger does not have a cold enough
temperature to cool the wort a secondary exchanger must be used. A majority of the heat is
removed by the first process and is fed to the second exchanger which most commonly uses a
glycol-water mixture as a refrigerant. The glycol-water mixture is continuously sent through the
exchanger from a chiller on a loop.
After the cooled wort leaves the heat exchanger a canister of pure oxygen would be
connected to the outlet tube. This is what is known as the aeration process and is to provide the
yeast which would be added to the wort, the necessary oxygen to grow and multiply. The amount
of oxygen that is required by the wort depends on the yeast to be used for fermentation. The
target addition is between 70-90% saturation and any oversaturation will cause overgrowth of
yeast affecting the flavors of the final beer produced. Under-saturation will cause respiring yeast
to produce significantly more esters and irreversibly flavors the beer with fruity and solvency
aromatics. It will also cause pyruvic acids, fatty acids, and amino acids to decarboxylate to
42 | P a g e
aldehydes which causes the beer to have the odor of green apples. Longer fermentation times as
well as high final gravities are also associated with inadequate aeration. Over-oxygenation is not
as much of a concern as under-aeration however, since oxygen is rapidly consumed by yeast in
the initial stages of fermentation (Goldhammer, 2008).
Fermentation TankThe modern and most common type of fermenter is a cylindrical closed tower with a
conical bottom. This type of tank is what would be used in this brewery. There would be eight
total fermentation tanks in this brewery, with each one having a 4,234 gallon capacity. Each tank
would be 96” in diameter and 18’ in height. The tanks all would contain 26.7% head space as
well as two cooling jackets which would be 36” wide on the sidewall and 18” wide on the cone.
1.5” fiberglass insulation would also be around the entire fermentation tank and the cost for a
single fermentation tank is $33,512 and would be purchased from AAA Metal Fabrication
(Fabrication, 2011).
Yeast is the driving force behind the entire fermentation process. The amount of yeast
required is typically based on weight in most micro-breweries. Since most breweries are
following a previously developed recipe, it is more practical to directly use the same amount of
yeast in each batch. Yeast must also be colder than the pitching wort in order to simulate growth
on pitching. The particular process chosen in this brewery would be to directly add the yeast to
the fermentation tank before the wort is pumped in. The yeast is normally pitched at around 18-
25°C. This method ensures good mixing of yeast and wort as it is pumped in from the bottom of
the tank. The fermentation temperature of the wort in the tank must remain constant at 21.1°C
during the entire process. To achieve this, the tanks would be jacketed with a glycol-water
43 | P a g e
mixture which is chilled first using a chiller and then sent to the fermentation tank on a loop.
This process is controlled by temperature solenoids within the fermentation tank. If the
temperature within the tank deviates by a single degree the chiller will circulate until the tank is
at the set temperature again. At the start of the fermentation process the yeast begins to produce
fine bubbles on the surface of the wort. Within 24 to 48 hours after the yeast is pitched, rocky
cauliflower heads called “kraeusen” begin to appear on the surface of the wort. After 72 hours
the kraeusen begins to break down into a cream-colored and less rocky cauliflower. As the
process continues yeast activity begins to slow as well as the evolution of carbon dioxide within
the fermenter. The beer begins to become bright in color and most of the yeast begins to fall to
the bottom of the fermenter. After the beer has sat for the allotted time period it can be drained
from the tank. In the case of this brewery it would be for two weeks. The beer would be pumped
out of the side of the tank right above where the conical section of the tank starts. This prevents
most of the live cultures of yeast from traveling with the beer when leaving the fermenter. Once
the beer has been drained the live yeast at the bottom of the tank is drained and sent to another
fermentation tank for the use in the next batch. It will remain healthy while held at refrigerated
temperatures and can be used for up to 179 more batches (Harris, 2011).
FilterOnce the beer has completed the fermentation process the tanks would be drained and the
beer filtered in order to remove any solids still be remaining within the beer and is achieved by
using the brew pump. The most popular form of filtration in breweries is powder filtration. They
are most commonly used for their cost effectiveness, their success in clarifying beer. These
filters can be emptied and cleaned in little time as well as have the capacity to operate at high
44 | P a g e
flow rates for long filtration cycles. In the case of this particular brewery a diatomaceous earth
filter was chosen to be used. This was due to the fact that it is the most popular powder filter
used among breweries today. The diatomaceous earth used in this brewery would be the NF15
model manufactured by Della Toffola for $73,633.86 (Toffola). Diatomaceous earth is the
skeletal remains of single-celled plants called “diatoms” that contain silicon dioxide. The
“grade” of diatomaceous earth used usually directly refers to the particle size which affects the
flow rates through the filter, filter bed permeability, as well as the degree of filtration. Using
smaller particles provides optimum separation but must be operated at a lower flow rate. The
opposite can be said for using larger particle sizes in that a higher flow rate may be used but a
lower quality of filtration will be produced. More generally a medium to fine grade DE is what is
used in most breweries and is what is chosen to be used in this brewery. After Filtration the beer
is sent to the brightening tanks where it would sit until the bottling and kegging process.
Brightening Tank
The brightening tank is identical to the fermentation tanks in structure. There would be
eight brightening tanks used in this brewery and each one has a 3,639 gallon capacity. Each tank
would be 96” in diameter and 13.5’ in height with 1.5” inches of fiberglass insulation on the
sidewalls and bottom of each vessel. There would be two 24” wide cooling jackets on the
sidewall of each tank which would be hooked up to the chiller. All of the brightening tanks
would be purchased from AAA Metal Fabricators for a price of $30,279 each (Fabrication,
2011). The brightening tank’s main use is to take the filtered beer produced from the
fermentation tanks and store it so for carbonation. CO2 would be drawn from an outdoor holding
tank and injected into the brightening tank in order to further carbonate the fermented beer. The
45 | P a g e
main difference between the brightening tanks and the fermentation tanks is that fermentation is
not continued in the brightening tanks. Since the beer has passed through a DE filter, there are
negligible amounts of yeast cells left in the beer in order to keep it fermenting.
Bottler/Labeler
The bottling process is another essential part of the brewing process. New and empty
glass bottles would be brought into the brewery in pallet form with cardboard dividers between
each sheet which are then wrapped in plastic wrap. A de-palletizer would remove the bottles
from the pallet a layer at a time and place them onto what is known as the unscrambling table
which funnels the bottles via conveyer into single lines. These single lines of bottles are then sent
to the cleaning area. The twist rinser is the most common form of bottle rinser and is what is
chosen to be used in this brewery. A set of belt drives feed the bottles into a set of rains which
twist and invert the bottles. During the time that the bottles are turned upside down, they are
sprayed inside and outside several times with steam. They are then purged with sterile air to
ensure that all microorganisms are eliminated. Sterilized bottles are essential to the brewing
process since harmful organisms can damage and spoil the beer. The bottles are finally turned
back to the right side up position and sent to the bottle filler (Goldhammer, 2008, pp. 306-308).
Beer from the brightening tank would be sent to the bottle filler using the brew pump. A
Meheen Merlin 6 Head Filler/Capper was chosen to be used in this brewery and would be
purchased from Ager Tank & Equipment Co. for $51,635 (Tank). This type of filler/capper has
the ability to output 2,300 bottles an hour and since there are 3,332 bottles per batch it will take a
total of about 1.5 hours per batch. This machine runs on compressed air and contains no motors,
46 | P a g e
gears or bearing to maintain. It is an inline filling system in which the bottles are fed in six rows
at a time via conveyer belt and are filled under counter pressure. Counter pressure implies that
the bottles being filled are counter-pressurized to the same pressure as the filling equipment
containing the carbonated beer. Once the pressure in the bottle and filler are equalized the bottle
is filled to the desired height with beer. The displaced CO2 is fed back into the filling machine via
an air pipe. The pressure within the bottle is bled off slowly in order to make sure the bottle
doesn’t gush out beer when the filling spout is removed. Once the bottles are filled they are
cleared of oxygen within the head space of the bottle by creating foam in the bottle neck. Once
the bottles have been cleared of oxygen they are sent to be capped. The caps are dumped into the
crowning hopper to the halfway full mark. This is to lessen the possibility of caps becoming
packed and not feeding into the chute fast enough. The closing element is lowered onto the bottle
until the cap rests on the bottle mouth where the teeth of the cap are bent against the upper edge
of the mouth of the bottle. Once the bottles are capped they would be sent to a post rinse and dry
before being sent to the labeling machine. It is essential that the bottles are dry and free of
condensation when they are labeled in order to ensure that the glue used to adhere the labels to
the bottles creates a secure bond. An In-Line Labeling Pressure Sensitive Labeler is what was
chosen to be used in this brewery and is to be bought from Ager Tank & Equipment Co. for
$19,800 [17]. This type of system applies front, back, and neck labels to all of the bottles that
pass through it which are then sent on to the case packer. The case packer uses pneumatic
grippers that lift the bottles off the collection table and place them into the spaces within the
case. The cases are then manually taped and stacked to be sent out to the distributor
(Goldhammer, 2008, pp. 306-318).
47 | P a g e
Kegging Machine
Kegging is another process that would be performed in this particular brewery.
Aluminum, sankey-style valve kegs are what were chosen to be used in this brewery since they
are the most common form of keg today. They consists of a stainless steel rod housing called a
combination fitting that is permanently installed into the top center of the keg and sealed with a
spring-loaded check ball. When the keg is tapped CO2 enters the keg and forces the beer up the
rod into the beer line and out the faucet.
An in-line keg machine was chosen for use in this brewery and is to be purchased from
Ager Tank & Equipment Co. for $18,900 (Tank). An in-line system positions empty kegs at one
end of the racker and passes them sequentially through a series of stations where different
operations are performed. The kegs first are inspected with a pressure test to ensure they are able
to keep a good seal. They are next sent to be externally and internally cleaned with a pre-rinse
which uses water, a detergent wash for removing biological and inorganic contamination, and
then a final rinse. Kegs are always washed in an upside down position and the washing medium
is forced up the inside of the spear tube under regulated pressures and flows to ensure that the
medium cascades over the outer surface of the valve spear tube and down the internal walls of
the keg. The kegs would then be sent to be filled in the inverted position. They are first sanitized
before they are filled in order to prevent contamination within the keg. Filling the kegs in an
inverted position makes it more difficult to hydraulically over-fill. Once the kegs are filled they
would be palletized and sent to a holding area before being picked up by the distributer.
48 | P a g e
Hop / Refrigeration Room
Some ingredients such as hops must be stored in a refrigerated area in order to preserve
their freshness. To achieve this, this brewery would purchase a refrigeration room from Foster
Coolers. There would be around 975 lbs of hops ordered each month and in order to store this
amount of hops it is essential that this refrigeration room is large enough. This brewery would
need an estimated 8’ wide by 10’ long and 7’ high room. A unit like this is priced out at $5,199
and would be purchased through Foster Coolers at the startup of the brewery (Coolers).
Instant Hot Water Heater
Since the mash tun needs water to be 70°C after the grain is added there needs to be some
means of getting the city water from the ground (ranges between 10°C to 21°C depending on the
time of year) heated up. There are many options for achieving this but this brewery would install
an instant hot water heater in order to always have hot water on demand. The company that was
chosen was Hubble due to their efficient and reliable water heaters. Upon investigation it was
decided that brewing four days a week instead of two would be the most cost effective method.
This was due to the fact that in order to brew two times a day, two 88 kW - V1699T4 models
would have to be purchased as an initial capital investment of $15,000. The reason two units
would be required would be because the 4,552 gallons of water would need to be heated within
the eight hour work day. In the case of brewing four different days a week there would only need
to be one unit purchased and used since the amount water that would need to be heated would
only be 2,276 gallons. This unit would be the 88kW - V658T4 model and would only be $5,000
as an initial investment. The main reason that this was the option that was chosen was due to the
fact that Hubble recommended the use of one unit and to heat the water overnight which would
49 | P a g e
take about 12 hours. A temperature thermocouple would be installed in the tank and shut the unit
down once the desired set point would be reached. The next morning the mash water would be in
the tank and ready to be used. This unit strictly runs on electricity and is around 91% efficient
(Heater).
Steam Boiler
The creation of steam to be used for boiling in the boil kettle in this brewery would be
achieved by using a steam boiler. The steam boiler chosen to be used in this brewery is a natural
gas fired, 105 Parker Industrial Boiler, and would be purchased from AAA Metal Fabricators for
$113,890 (Fabrication, 2011). These types of boilers input natural gas into the system where it is
burned in order to produce heat. Water is input into staggered tubes in order maximize the
amount of heated surface the water comes in contact with. This water is converted to steam and
held in the steam drum which is capable of withstanding 60,000 psi. The boiler is capable of
operating at 115 HP and would need to run at 65.55 HP for the 1.5 hour boil. The kettle will need
167 gallons of water to feed to the boiler in order to heat the batch (Boilers).
Chiller
This brewery has chosen to use a glycol-water chiller in order to maintain a constant
temperature of 21.1°C in all of the fermentation and brightening tanks. This glycol-water chiller
sends a glycol and water mixture to a cooling unit where it is chilled and then sent to the jackets
on the fermentation and brightening tanks. This stream is eventually re-circulated back to the
chilling unit where it can be sent out again. This chiller is to be purchased from Whaley
Products, Inc. for the amount of $24,000.
50 | P a g e
Calculations
Material Accounting
In order to begin the analysis of material movement through a brewery it is necessary to
decide upon an expected production of beer. An analysis of the beer industry reveals that three
producers Anheuser-Busch InBev, SABMiller, and Heineken produce over half of the world’s
beer by volume. Between these “big three” approximately 700 million hectoliters of beer are
produced annually. It is clear that any venture aiming to directly compete with any of these
producers would be economically unviable in terms of equipment costs, swaying brand loyalty to
establish adequate sales, and the sheer magnitude of the logistics involved in securing the raw
materials required to sustain outputs of this magnitude.
A more viable venture exists in the craft brewing niche. The market being targeted is the
one in which people value a brew based on taste, recipe uniqueness, and local roots. Such a need
has been identified to exist in Storrs, Connecticut. A copious drinking population exists at this
location that would provide the demand for a small brewery to prosper. The location of the
University of Connecticut in the town would provide a continuous demand, supplying new
customers annually as they reached drinking age. Supplying the beer to the three local watering
holes available to students would establish brand loyalty and would increase approximately
proportional to the number of alumni.
The American Brewer’s Association classifies a microbrewery as one which has an
annual output of less than 15,000 barrels of beer annually and sells 75% or more of the beer
produced at the brewery offsite. The following back of the envelope calculation estimates the
amount of beer consumed in Storrs:
51 | P a g e
1 (30−pack )(week ) (drinker )
∗(5,000 drinkers )∗( 28 weeksAcademic Year )∗360 oz
30−pack∗Barrel
3968 oz
¿12,700 BarrelsYear
This estimate and the desire to be classified as a microbrewery influenced the decision to set
production output to 13,000 barrels annually. Brewing operations will occur four times a week
and each brewing day will yield sweet and bitter wort which will ferment over the course of 14
days into 1950 gallons of beer.
It is important to understand the following industry metrics, which will be referred to
extensively, as the material movement through the brewery is estimated.
Equation 1 Specific Gravity: Ratio of Densities
SG=ρsample
ρreference=
ρsample
ρwater ,(70° F )
Equation 2 Degrees Plato: Weight Percentage Soluble Material
° P=wt solublematerialwt sample
∗100
The materials being considered for the production of beer at this facility are based on the
grain and hop bill of the recipe, Table 5, used for the kinetic modeling.
Table 5: Grain and Hop Bill
2 Row 88.2% SAAZ @ 90 min 0.2Caramel 60 L 5.9% Cascade @ 10 min 0.2
Carapils 5.9% Cascade @ 5 min 0.1
Recipe: Grain Fraction Recipe: Hops (Oz/Gallon)
52 | P a g e
In order to estimate the amount of grain required for production a target specific gravity, dictated
by the recipe, of 1.046 or 46 points used. The target volume is multiplied by the SG to get the
total amount number of points required. The total points are then multiplied by each respective
grain % to determine the amount of points contributed by each grain (Briggs, Boulton, Brookes,
& Stevens, 2004, p. 660). Equation 3, Equation 4, and Equation 5 walk through the grain
required and Table 6 provides the summary of points per grain.
Equation 3
( (Target SG )−1 )∗1000=Target Gravity Points
(1.046−1 )∗1000=46 Points
Equation 4
(Gallons Desired )∗(Target Gravity Points )=Total Point
(1950 Gallons )∗( 46 )=89,700 Points
Equation 5
(Grain%)∗(Total Points)=Points per Grain
( 1517 )∗(89,700 )=79147 2 Row Points
The total points per grain depict the points if complete solubility of each grain could be
achieved, however this is not possible. All malts are tested for their maximum solubility and the
results from these laboratory results are present in malt analysis sheets that accompany grain
53 | P a g e
Table 6: Points Per Grain
79147 Points (2 Row)5276 Points (Caramel 60 L)5276 Points (Carapils)
shipments. The results are depicted as Course Grind Dry Basis (CGDB) and Fine Grind Dry
Basis (FGDB), the former metric being used for base, or primary malts, and the latter for
specialty malts. A compilation of malt analysis sheet properties for different grains that were
considered is available in the appendix. The CG/FG value is multiplied by 46, Equation 6, in
order to get the value points per pound per gallon (PPG). The number 46 is derived from the di-
saccharide, sucrose, which yields the greatest specific gravity increase when adding 1 pure
pound of the sugar in 1 gallon of water. If malted barley was composed of 100% sucrose then it
would have 100% extract efficiency. The PPG value is then multiplied by the brew house yield
(BHY). The brew house yield is the percentage of soluble extract (from the CGDB/FGDB) that
is actually extracted from the grain. In industry brew house yields (BHY) of 80-95% are
common (Briggs, Boulton, Brookes, & Stevens, 2004, p. 660), and it was assumed this brewery
would operate at a BHY = 90%. The CGDB and FGDB and pounds for each grain are presented
in Table 7.
Equation 6
Points PerGrainCGDB /FGDB∗46∗BHY
=lbs grain needed
7914780 %∗46∗90 %
=2390 lbs of 2 Row
Table 7: Grain Required and Extraction Percentages
lbs CG/FG2 -Row 2390 80.00%
Caramel 60 L 166 77.00%Carapils 150 85.00%
54 | P a g e
When brewing a batch of beer grains are milled and directed to the mash tun and the
initial water, hot liquor, is mixed with the grain to form grist. The mashing process involves
using two volumes of water of equal volume; the first infusion is with hot liquor (Fix, 1989, p.
99). The mash is allowed to rest for sixty minutes to allow the starch to enzymatically
decompose. The water and dissolved material, wort, is then separated, lautered, from the spent
grain and directed to the boiling kettle. The second infusion of water, sparge water, is then added
to the mash tun to rinse the spent grains of any remaining extract and directed to the boiling
kettle. The spent grains removed from the mash tun are up to 80 percent weight by water
(Briggs, Boulton, Brookes, & Stevens, 2004, p. 199).
The weight ratio of hot liquor to grain is known as the grist ratio and was found to be
3.44 pounds hot liquor/pound of grain. This value was the result of an optimization at the end of
the material balance to account for properties in the mash tun and boiling kettle. With this grist
ratio and estimated extraction wort leaves the mash tun at 10.60 °P. Table 8 summarizes the
material balance around the mash tun.
3.44 lbs waterlb grain
∗Total lbs Grain∗(2Volumes)=Water Required
3.441lbs waterlb grain
∗2705.2∗2=18,617 lbs water
The temperature of the hot liquor, the strike temperature, was calculated so that the
resulting temperature of the mash was 158 °F, according to the results from experimentation.
55 | P a g e
Equation 7 calculates the strike water temperature needed for water being supplied at 70°F,
grain at 77°F, for the aforementioned mash temperature.
Equation 7
T mash (Lite r H 2O+ (0.4∗k ggrain) )−0.4∗k ggrain∗T grain
Lite rH 2 O=T Strike
70 °C (4323 LH2 O@70 ° C+(0.4∗1227 kg ) )−0.4∗1227 kg∗25 ° C4323 LH 2 O@70 °C
=75 ° C=167° F
Wort enters the steam jacketed kettle and is brought to a boil. Boiling induces a “hot
break” which is a coagulation of soluble proteins which if left in beer provide undesirable
cloudiness and off flavors. The proteins which become insoluble in the wort represent a small
percentile relative to the weight of the water, sugars, and hops and it was assumed not to
represent a significant fraction to require calculating for the material balance.
56 | P a g e
9308 Water (lbs) 16453 Water (lbs)2705 Milled Grain (lbs) 1950 Absorbed Mash Material (lbs)
9308 Water (lbs) 2164 Water (lbs)755 Un-Absorbed Mash Material (lbs)
Check 0
Sparging
Wort (Sweet)
Spent Grain
Infusion
OutIn
Creating The Wort
Table 8: Mass Balance - Mash Tun
After the hot break event, the wort is maintained at a rolling boil and hops are added
according to the hop bill from our recipe, see Table 5. The hops are added according to the
amount of time required to be boiled. Hops contribute the bitterness which evens out the
sweetness of malt extracted from barley and relatively little is required to achieve this balance.
Approximately 15% of hop material is soluble in water, the remaining forms part of the insoluble
trub at the end of the boil (Priest & Stewart, 2006, p. 664). Spent hops are also 80 percent weight
by water (Briggs, Boulton, Brookes, & Stevens, 2004, p. 349). The amount of hops required was
summing the multiplication of each hop fraction by the gallons of beer required.
∑ (1950 gallons∗0.2 lbs SAAZgallon )+(1950 gallons∗0.2 lbsCascade
gallon )+(1950 gallons∗0.2 lbsCascadegallon )
¿60.9 lbs hops
During the 90 minute boil the water evaporates from the boiling kettle at a rate of 4
percent per hour (Briggs, Boulton, Brookes, & Stevens, 2004, p. 327). The boiling process has
the effect of sterilizing the wort and provides the energy to isomerize the hop oils, fixing them to
the wort. The boiling point of sugars and the organic hop material are significantly higher than
water and it was assumed only water would evaporate from the kettle. After boiling, the wort is
whirl pooled to concentrate the trub in the center of the kettle, the wort is piped out, and the trub
left behind is collected for disposal. The wort at the end of the boiling process is estimated to be
11.28 °P and Table 9 summarizes the material balance for the boiling kettle.
The hot wort piped from the boiling kettle passes through a heat exchanger where it is
cooled to 70°F and injected with oxygen that will provide yeast the reductive power necessary
for aerobic respiration. An industry rule of thumb suggests that wort exposed to oxygen above
57 | P a g e
80°F promotes oxidation of wort components leading to off flavors and low shelf life (Harris,
2011). Cooling wort to 70°F serves to prevent oxidation and happens to be the fermentation
temperature.
Table 9: Mass Balance - Boiling Kettle
In industry 8.35E-06 lbs of oxygen per pound of wort per degree plato desired to have
fermented is used (Priest & Stewart, 2006, p. 484). To estimate the amount of gallons of wort a
correlation between °P and specific gravity was used and this value was multiplied by gallons of
water leaving the boiling kettle (Palmer, 2006, p. 266). The gallons of water were calculated by
dividing the weight of the water by the density of water at 70°F.
11.28° P=1.045
58 | P a g e
16453 Water (lbs) 15417 Water (lbs)1950 Absorbed Mash Material (lbs) 1950 Absorbed Mash Material (lbs)
9.1 Absorbed Hop Material (lbs)
60.9 Hops (lbs) 51.8 Un-Absorbed Hop Material (lbs)48.8 Water
987 Water (lbs)
Check 0
TrubHopping
Evaporated
In Out
Creating The WortWort (Sweet) Wort (Bittered)
15417 lbs water∗1gallons8.34 lb
∗1.045=1933 gallons wort
The gallons of wort were then multiplied by the degrees of attenuation dictated by the recipe,
7.85 °P. The oxygen required and the percentage of oxygen per gallon of wort was calculated to
be:
1933 gallons∗7.85 ° P∗0.00000835lbsO2
gallons∗° P=0.127 lbsO2
0.127 lbsO2
1933 gallons=0.0000655
lbsO2
gallon wort
This figure was checked to determine if any oxygen was being wasted by applying Henry’s law
to determine how much oxygen could theoretically be dissolved into the wort. For this
calculation it was assumed that that 1 gallon of wort behaved similar to 1 gallon of water, that
wort would be at atmospheric pressure, and that oxygen would have a partial pressure of 0.21
atmospheres.
Equation 8
p=kH C
0.21 atm
((822.13 L∗atmmol
∗453.59 gramslb )
3.785 litgal
∗32 grammol
)=C=0.0000628
lbsO2
gallon wort
59 | P a g e
0.00006550.0000628
lbsO2
gallon wortgallon wort
lbsO2=96 % Saturation
The result shows that the oxygen would not be provided in excess and that enough would be
present for the yeast to utilize. The results of the mass balance for aeration are presented in
Table 10 below.
After aeration and cooling the wort enters the fermentation tank and yeast is pitched at a rate of
0.00835 lbs per gallon of wort (Briggs, Boulton, Brookes, & Stevens, 2004, p. 402). A quick
calculation yields:
0.00835 lbs yeastgallon wort
∗1933 gallons wort=16.1 pounds yeast
The aerated wort provides the chemical energy in the form of oxygen necessary for aerobic
metabolic pathways in yeast to grow and multiply. Once the oxygen is consumed yeast switch to
lower energy producing fermentation pathways. This switch is what allows 0.00456 lbs of
extract to yield 0.00220 lbs of ethanol, 0.00211 lbs CO2, and 0.000243 lbs of yeast (Priest &
Stewart, 2006, p. 442).
60 | P a g e
15417 Water (lbs) 15417 Water (lbs)1959 Total Dissolved Solids (lbs) 1959 Total Dissolved Solids (lbs)
0.127 Oxygen (lbs)
0.127 Oxygen (lbs)
Check 0
Oxygen
Wort (Cool/Aerated)Wort (Warm/Un-aired)
In Out
Aerating The Wort
Table 10: Mass Balance - Aeration
Fermentation is the process that turns wort into beer. The alcohol levels are set in this
process and fermenting wort is drawn off the fermentation tanks daily to keep a check on quality.
The percentage of fermentable sugars that the yeast consume, the attenuation, allows for the
calculation of the yield of ethanol, CO2, and yeast per batch.
1959 lbs extract0.00456 yield unit
=430,027 yield units
75 %∗430,027 yieldunits∗0.00211lbsC O2
yield unit=680 lbsC O2
75 %∗430,027 yield units∗0.00220lbs EtOHyieldunit
=711 lbs EtOH
75 %∗430,027 yield units∗0.000243lbs yeastyield unit
=711 lbs yeast
This resulting 25% unfermented sugars contribute sweetness and body to beer to balance out the
bitterness of hops, sting of ethanol, and bite of carbon dioxide. The yeast removed at the end of
fermentation contains 80% weight by water (Briggs, Boulton, Brookes, & Stevens, 2004, p. 371).
Beer leaving the fermentation tank is predicted to be 3.43 °P. The weight % alcohol of the beer is
calculated by Equation 9. Table 11 summarizes the mass balance of the fermentation tank.
Equation 9
lbs ethanollbs water+lbs dissolved solids+ lbsethanol
∗100=ABW
61 | P a g e
71115370lbs water+490 lbsdissolved solids+711 lbs ethanol
∗100=4.29 %
Table 11: Mass Balance - Fermentation
15417 Water (lbs) 15370 Water (lbs)1959 Total Dissolved Material (lbs) 711 Ethanol (lbs)
490 Total Dissolved Solids (lbs)680 CO2 (lbs)
16.1 Yeast (lbs) 78.21 Yeast (lbs)63 Water Absorbed (lbs)
Check 0
In Out
Creating BeerUnfermented Wort Green Beer
Post-FermentationPre-Fermentation
From the fermentation tank beer is passed through a filter to remove any insoluble debris and
yeast still in solution. For this process a diatomaceous earth filter was used and it was assumed
no beer was lost and that filtration was 99.9% effective. The choice to include this process in the
mass balance was based on the importance of this process. The amount of mass being removed
from the beer relative to the mass of the beer is small, but they are in concentrations high enough
to cause undesirable aesthetic properties, i.e. cloudiness. Table 12 highlights the mass balance
around this unit.
“Green beer” leaving the fermentation tank contains carbonation from the fermentation process
62 | P a g e
16571 Beer (lbs) 16571 Beer (lbs)78.21 Yeast (lbs) 0.08 Residual Yeast (lbs)
78.14 Yeast (lbs)Check 0
In Out
Creating Clear BeerFiltered BeerUnfiltered Beer
Filtrate
Table 12: Mass Balance - Filtration
which can be estimated using Henry’s law. It was assumed that the partial pressure of CO 2 in the
fermentation tank was 1 ATM, that beer was not exposed to the air after fermentation, beer
behaved similar to water, and that the filter did not remove any CO2 (Harris, 2011). This
estimation will help to determine the mass of CO2 needed to carbonate the beer to the appropriate
levels and help reduced material costs associated with carbonation.
Equation 8
p=kH C
1 ATM
((31.77 L∗atmmol
∗453.59 gramslb )
3.785 litgal
∗44 grammol
)=
0.012lbs C O2
gallon beer
An industry standard when carbonating beer is to refer to the amount of carbonation as
volumes of CO2 per volume of beer. Ales generally have a carbonation of 1.7-2.2 volumes.
Carbonation levels affect how beer aromas lift from beer, the head of the foam after pouring beer
into a glass, and the bite as carbon dioxide bubbles sweep across your tongue. For our process a
ratio of 2.0 volumes of carbon dioxide was chosen and accounting for the CO2 still in solution
yields a requirement of 1.30 volumes.
63 | P a g e
0.012 lbsCO2
0.0164 lbsC O2
gallonsC O2
gallons beer=0.70
gallonsC O2
gallons Beer
2−0.7=1.3 volumesrequired
1.3 gallonsC O2
gallons Beer∗0.0164 lbs C O2
gallonsC O2∗1950 gallons=
41lbs C O2
batch
From this calculation it is easy to see that by careful handling beer after fermentation can
help to keep production costs down. It is common for breweries to supply CO2 blankets when
transferring beer to bottles and kegs to minimize the loss of CO2 in solution. From the
brightening tanks beer in the brewery would be bottled and kegged accordingly and sold to
distributors. Table 13 shows the results of the carbonation process.
After carbonation beer would head to brightening tanks where it would be bottled and
kegged according to distribution logistics.
64 | P a g e
16571 Beer (lbs) 16619 Beer(lbs)47.57 CO2 (lbs)
Check 0
Fully Carbonated BeerSemi Carbonated Beer
In Out
Carbonating The Beer
Table 13: Mass Balance - Carbonation
Energy Requirements
The energy required to operate the different pieces of equipment to create beer is a major
cost that must be analyzed when considering the construction of a brewery. Large volumes of
water must be heated and environments must be thermally controlled to account for
environmental temperature fluctuations. The power requirement for each pump, cooling and
heating unit, and general operation is essential to an economic analysis in order to optimize the
brewing process. To give an accurate estimate an energy balance is performed on each
component in the brewery and an analysis is performed to ensure an efficient operation.
The mill requires power input to crush the grain in order to allow maximum extraction of
sugars in the mash tun. Two auger conveyers leading to and away from the mill carry the whole
grain and milled grain and require a power input to move the material at an efficient speed. The
mill used for this process is 60 horsepower (hp), according to the manufacturer which converts to
an energy requirement of 44.74 kW/hour (Grain). Running at 4000 lb per hour will require 0.68
hours to mill the 2705 lbs of grain required per batch.
2705 lb∗( 1hour4000lb )=0.68 hours
60 hp∗( 0.745 kWhr
hp )=44.74 kWhr
∗0.68 hours=34.86 kW
The auger conveyers have the capacity to move grain at 18,000 lb/hr. However, the mill
can only operate at 4000 lb/hr so the conveyer rate must be operated accordingly to prevent
overflow. The energy requirement given by the manufacturer states that the energy requirement
for running the conveyer at 18,000 lbs/hr is 1.13 kW/hr (Hemad Zareiforoush). Scaling this to
65 | P a g e
the capacity of this brewery changes the energy requirement to 0.251 kW/hr. The operating time
for the augers would be the same as the mill in order to maintain consistent material flow. The
calculations for the augers and mill are summarized in Table 14.
0.251 kWhr
∗(0.68 hr )=0.196 kW required for auger
Table 14: Energy Calculations for the Mill and Auger Conveyers.
Auger Conveyer 1 Mill Auger Conveyer 2Req for Auger Req for Mill: Req for Auger
for 18,000 lb/hr kW for 4000 lb/hr for 18,000 lb/hr
kW/h 1.13 kW/hr 44.74 kW/h 1.13kW/h for 4000 lb/h kW/h for 4000 lb/h
0.251 0.251
kW = 0.196 kW = 34.86 kW = 0.196
A Hubble BW model hot water heater brings the water that will combine with the grains,
to form grist, to strike water temperature. This temperature is slightly higher than the desired
mashing temperature to account for the energy absorbed by the grains and was calculated in
Equation 7. It was assumed that the insulation around the mash tun would prevent any
appreciable drops in temperature in the mash.
After the hour long mash an amount of water equal to the first infusion is used for the
sparge process to increase sugar extraction efficicency. The temperature of the sparge water
should be between 100 and 170 °F to prevent the extraction of tannins from the grain and
maintain a low viscosity to prevent “sticking” when lautering. A temperature of 150°F was
chosen for the sparge process. The energy requirements for the hot water heater as shown below:
66 | P a g e
Calculating for strike water addition:
Q=(9308 lb∗1 kg2.2lb )H2O∗4.179 kJ
kg∗K∗( (75 ° C+273 )−(21° C+273 ) )=950,845 kJ
Calculating for sparge water addition:
Q=(9308 lb∗1kg2.2lb )H 2O∗4.179 kJ
kg∗K∗( (66 ° C+273 )−(21 °C+273 ) )=784,202kJ
The sum of the two energy requirements and the application of the efficiency of the hot waeter,
given by manual specifications of 91% yields a total energy requirement to heat water as:
950,845 kJ+784,202 kJ91%efficieny
=1,906,645 kJ
The Hubbell BW model paperwork provides Equation 10 and Equation 11 to calculate
the power and flow rates required to heat incoming water to a specific temperature.
Equation 10
Required kW=T rise∗GPH∗.00244
Equation 11
kW∗410T rise
=flow rate(GPH )
The flow rate in gallons per hour (GPH) was selected to be 185 GPH. Using this value in
Equation 11 yields a required power of 40.63 kW per batch.
Required kW=(77−25 )∗185∗.00244=40.63
67 | P a g e
The pump used in this process is a product of Ampco. The manufacturer’s paperwork
indicated that the pump runs on 5 hp for a total capacity of 215 GPM (Equipment B. P.).This
process uses a flow rate of 200 GPM, which brings the power requirement for this operation to
3.518 kW. A summary of the calculations for the heater and pump can be seen in Table 15.
Table 15: Energy Calculations for the Hot Water Heater and Pump.
Hot Water Heater Hot Water Heater PumpStrike Power Req'd
kJ 950,845.0 hp 5
Sparge pump capacitykJ 784,202.0 GPM 215Total kg/s 13.54kJ (η= 91%) 1,906,645.0
running at 200 GPM
Flow Rate GPM 200(GPH) 185 kg/s 12.59
Gal Total 2235.24kW req'd at capacity
3.782
Hours 0.024kW req'd at 200 GPM 3.518
gal/hr 250kW 40.63per week 162.50
per month 650.02
In the mash tun, there is a mixer which rotates the mash constantly, stirring the grist to
ensure equal heating and mixing. The mixer operates at 3 hp which corresponds to 2.24kW of
power needed to run the mixer for an hour. The pump which draws the liquid from the mash tun
and transfers it into the boiling kettle is an Inoxpa RV 80 model which has the capacity to run at
793 gallons per minute (GPM) using 2.2 kW of power (Equipment I. ). Running the pump at 500
GPM over 2.64 minutes would take 0.097 kW of power to move the total volume of wort to the
68 | P a g e
boiling kettle. A summary of the calculations for mash tun mixer and pump can be seen in
Table 16: Energy Calculations for Mash Pump.Table 16.
Table 16: Energy Calculations for Mash Pump.
Mash PumpGPM 793
rpm 1800
m3/min 85kW/h 2.2run at 500 gpm 500
gal wort 1318.27
minutes 2.64kW 0.097
3 hp Mixer:
kW 2.24
The boiling kettle receives the hot mash from the mash tun and brings the solution to boil
using a steam jacket. Assuming the solution holds at a consistent 100°C during the boil, the
energy required to boil the solution can be calculated using Equation 12. The change in
temperature for this case is from the mash temperature of 70°C to the boiling temperature. It was
assumed that there was no heat loss in the pipes.
Q=16453 lbs water2.204 lb water
kg
∗4.2055 kJkg∗K
∗( (100 ° C+273 )−(70 °C+273 ) )=941,829 kJ
The amount of steam needed to heat the kettle contents to boiling temperature is given by
Equation 12. Q is the amount of energy transferred in kJ and hv is the evaporation energy of
steam in kJ/kg. The energy required to evaporate water was found to be 2257 kJ/kg.
69 | P a g e
Equation 12
Q Required¿Boil H 2 O=mH 2 O∗hv
Q required=447.8 kg H 2 O∗2257 kJkg
=1,010,684.6 kJ
The total energy required to bring the wort to boiling temperature and boil for an hour and a half
was found to be:
Total Energy Required=1,010,685 kJ+941,829 kJ=1,952 ,513.74 kJ
¿1,952 ,513.74 kJ∗0.948 BTUkJ
=1,859,591 BTU
For the boiler operating at 100 PSI and 600°F the enthalpy of steam was given by steam tables as
and the amount of pounds of steam required to deliver the required amount of energy was found
to be:
H=1329.3 BTUlb .
Required Amount of Steam per Batch=1,859,591 BTU∗lb1329.3 BTU
=1392.15lb
Steam Flow Rate=1392.15 lb1.5 hr
=928.10 lbhr
=.2578 lbs
Total BTU required to be generated by the steam boiler assuming a closed system with no leaks
or energy losses to the environment and a boiler operating efficiency of 84% was calculated:
1,859,591 BTU0.84
=2,203,084 BTU
70 | P a g e
The amount of time required to produce 2,203,084 BTU of energy is used with the boiler’s
capacity of 3,864,000 BTUhr to find the required time it takes to run the boiler per batch:
2,203,084 BTU∗hr3,864,000 BTU
=0.57 hr
This amount of time would require a fractional amount of horsepower to operate for the 1.5
hours. This is calculated by the following equation:
115 HP∗0.57 hr=65.55 HPbatch
Since this brewery is only utilizing about half of the boiler’s operating capacity, it would be able
to operate at full capacity and supply steam to an optional second boil kettle. This unutilized HP
leaves room for future expansion within the brewery. This 115 HP boiler will require natural gas
to run which has an energy capacity of 1000 BTUft3 (Williams, 2011). The total amount of natural
gas required to operate the steam boiler is calculated by:
2,203,084 BTU∗ft3
1000 BTU=2,203.08 ft3 Natural Gas
batch
The whirlpool pump recirculates the wort after boiling to force all remaining solids to the
center while the supernatant is pumped to the heat exchanger. The pump used is the same as that
used for the hot water heater. The power requirement is 5 hp and the flow rate is 200 GPM and
the calculations are the same as shown above. Table 17 summarizes the calculations for the
kettle and pumps.
71 | P a g e
Table 17: Energy Calculations for the Boiling Kettle, Whirlpool Pump, and Outlet Pump.
Boiling Kettle Whirlpool Pump PumpQ=mCpdT Power Req'd Power Req'd
Temperature in Kettle: hp 5 hp 5
C 100 pump capacity pump capacityms = q / he GPM 215 GPM 215he kg/s 13.54 kg/s 13.54
kJ/kg 2257 running at 200 GPM running at 200 GPM
GPM 200 GPM 200kJ 1149.36 kg/s 12.59 kg/s 12.59
q Flow (kW) kW req'd at capacity
3.782 kW req'd at capacity
3.782
kW 0.1715 kW req'd at 200 GPM 3.518 kW req'd at
200 GPM 3.518
Steam Needed (kg/s)kg/s 0.0001
kg/hr 0.2736
kg steam Total
0.410
The hot wort flows from the kettle to the heat exchanger where cooling water also flows to bring
the wort to fermentation temperature. The heat transfer rate (q) can be calculated using Equation
13.
Equation 13
q=mt
Cp
ΔT
Running the pump at a flow of 200 GPM gives a run time of about 10 minutes. The change in
temperature in this process is from the boiling temperature of 100 C to fermentation temperature
of 21C.
72 | P a g e
q=
0.0041 kJkg∗K
∗(21−100 )∗7898 kg
606 sec=−7.64 kW
The pump calculations are the same as previously shown. Table 18 summarizes the energy
calculations for the heat exchanger below.
Table 18: Energy Calculations for the Heat Exchanger and Pump
Heat Exchanger Pumpq = cp dT m / t Power Req'd
q (heat transfer rate) hp 5
kW (kJ/s) -7.64 pump capacity
GPM 215Runtime kg/s 13.54
sec 606.27 running at 200 GPM
min 10.10 GPM 200kg/s 12.59
Q Total through Heat Exchanger
kW req'd at capacity
3.782
kJ -4630.78 kW req'd at 200 GPM 3.518
The fermentation tank keeps the beer at a constant 21°C while the reaction of glucose converting
to ethanol and carbon dioxide occurs. The heat of formation of ethanol and carbon dioxide from
glucose was used to estimate the heat generated in the fermentation tanks. From this an estimate
could be made regarding the cooling water required to provide adequate heat removal. The
stoichiometry of the chemical reaction is shown below and Equation 14 is used to calculate the
heat evolved.
73 | P a g e
C6 H 12O6 → 2C2 H5 OH+2 C O2
Equation 14
H °f =∑ H ° f products−∑ H °f reactants
H °f =((2∗−277.7 kjmol
C2 H5OH )+(2∗−394.5 kjmol
C O2))−(−1271.0 kjmol
C6 H 12O6)
H °f =−(1344.4 )−(−1271.0 )=−73.4 kjmol
In order to calculate the amount of heat given off per batch it was assumed that the wort being
fermented into beer had the same heat capacity as water, that all of the extract from the grain was
glucose, and that yeast had an attenuation of 75%. The heat of formation was recognized as
being exothermic and set positive to avoid confusion.
73.4 kjmol
∗1950
lbs∗453.59 glbs
∗mol
180.16 g∗75 %=−270,269.5 kj
Assuming the heat capacity of water at 21°C the temperature rise of the beer without cooling was
determined.
270,269.5 kj
4.185 kjkg∗K
∗1950 lbs∗kg2.204 lbs
=Δ73 K=Δ73 °C
The temperature tolerance of fermenting beer is between 15.5 and 26.6 °C. The non-ideal mixing
of ethanol and water results in a heat release of 777 j/mol; a small figure in comparison to the
74 | P a g e
enthalpy of formation released during glucose consumption and shall be assumed to be
negligible. The total heat to account for by the cooling water is summarized in Table 19. The
pump calculations are the same as mentioned previously.
Table 19: Energy Calculations for the Fermentation Tank and Pump.
Fermentation Tank PumpHeat of formation (kj/mol): -73.4 Power Req'd
Attenuation: 75%hp 5
lbs glucose: 1950 pump capacityM.W. (mol/lb) Glucose: 2.517 GPM 215
kg/s 13.54
running at 200 GPM
GPM 200kg/s 12.59kW req'd at capacity
3.782
Heat Evolved 270,269.5
kW req'd at
200 GPM3.518
Fermentation does not occur in the brightening tank because all of the yeast is filtered out
of the beer, preventing further reactions from occurring. Therefore, the cooling water only has to
maintain the tank temperature for conditioning purposes and was considered negligible.
The total amount of energy required for this process was plotted against the different
mashing temperatures tested. The differences in total energy (in kW) are outlined in Table 20 for
batch, monthly, and yearly differences and the batch scale differences graphed in Figure 17.
It can be seen from the graph that the energy required for each batch at different mashing
temperatures increases with temperature and is important for economic analysis. The mashing
75 | P a g e
temperature selected for this brewery is 70°C in order to sell our product for the most amount of
money as a result of the superior product quality. The cost resulting from the increased energy
requirement must not exceed the profit expected from sales otherwise the business will not be
successful in making a profit.
Table 20. Comparative Energy Consumption in kW for the Three Tested Mash Temperatures.
Total Energy (kW)
55C 63C 70C
kW per batch 113.44 122.44 130.615
kW per
month 1815.09 1958.98 2089.84
kW per year
21781.0
4
23507.7
5
25078.0
8
76 | P a g e
55C 63C 70C100
105
110
115
120
125
130
135
Energy Requirement per Batch
Temperature of Mash
kW R
equi
red
Figure 17: Energy requirement difference for each experimental mash temperature, per batch.
77 | P a g e
Aspen Model Flow Sheet
Figure 18: Aspen Flow Sheet
78 | P a g e
79 | P a g e
Beer Pr o d u ctio n Mo d elin g
Str eam I D COLD -H 2 O EXTRA CT1 EXTRA CT2 EXTRA CT3 GRI ST H2 O VAPO RHO PS HTR1 - H2 O HTR2 - H2 O MA SH- H2 OMI LLGRN SPENTG RN SPRG- H2 O W ORT- BIT W ORT- SWTTemp eratu r e F 7 0 .0 1 4 5 .4 8 0 8 4 .2 1 4 0 .0 1 5 1 .3 2 1 2 .0 7 7 .0 7 0 .0 7 0 .0 1 5 2 .6 7 7 .0 1 4 0 .0 1 5 0 .0 2 1 2 .0 1 4 0 .0Pr essu re p sia 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 4 .5 0 2 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 4 .5 0 2 1 .0 0 0
Vap o r Fr ac 0 .0 0 0 1 .0 0 0 0 .9 6 2 1 .0 0 0 0 .0 0 0 0 .0 0 0 0 .0 0 0 1 .0 0 0 0 .0 0 0 1 .0 0 0 0 .0 0 0 Mo le Flo w lb m o l/h r 4 3 .0 5 8 2 2 .1 5 5 4 3 .6 8 4 4 3 .6 8 4 2 2 .1 5 5 2 .3 0 3 0 .1 4 1 2 1 .5 2 9 2 1 .5 2 9 2 1 .5 2 9 0 .6 2 6 5 .4 0 4 2 1 .5 2 9 3 5 .9 7 6 3 8 .2 8 0Mass Flo w lb /h r 7 7 5 .7 0 8 5 0 0 .5 6 3 8 8 8 .4 1 7 8 8 8 .4 1 7 5 0 0 .5 6 3 4 1 .4 9 4 2 .5 3 8 3 8 7 .8 5 4 3 8 7 .8 5 4 3 8 7 .8 5 4 1 1 2 .7 0 8 1 2 5 .6 6 3 3 8 7 .8 5 4 7 2 1 .2 5 9 7 6 2 .7 5 4Vo lu me Flo wcu ft/h r 1 2 .4 5 4 1 3 9 7 1 3 .6 7 3 4 .0 0 5 2 9 E+6 4 .0 0 5 2 9 E+6 1 3 9 7 1 3 .6 7 3 1 1 4 4 .7 7 9 0 .0 4 1 6 .2 2 7 6 .2 2 7 1 4 1 4 5 7 .8 4 8 1 .5 3 8 1 4 0 8 5 7 .1 4 8 1 2 .0 6 5
En th alp y Gcal/h r - 1 .3 3 4 - 0 .6 4 6 - 0 .0 6 0 - 0 .0 0 4 - 0 .6 6 7 - 0 .6 6 7 - 0 .5 6 1 - 0 .0 8 5 - 0 .5 6 1 - 1 .1 3 8 Mass Flo w lb /h r WA TER 7 7 5 .7 0 8 3 8 7 .8 5 4 7 7 5 .7 0 8 7 7 5 .7 0 8 3 8 7 .8 5 4 4 1 .4 9 4 3 8 7 .8 5 4 3 8 7 .8 5 4 3 8 7 .8 5 4 9 4 .2 1 8 3 8 7 .8 5 4 6 3 9 .9 9 7 6 8 1 .4 9 1
STARCH 1 1 2 .7 0 8 1 1 2 .7 0 8 STARCH- S 8 1 .2 6 3 8 1 .2 6 3 8 1 .2 6 3 tr ace 8 1 .2 6 3 8 1 .2 6 3 STARCH- I 3 1 .4 4 6 3 1 .4 4 6 DRYG RAI N 3 1 .4 4 6 3 1 .4 4 6
HOPS 2 .5 3 8 Mass Frac WA TER 1 .0 0 0 0 .7 7 5 0 .8 7 3 0 .8 7 3 0 .7 7 5 1 .0 0 0 1 .0 0 0 1 .0 0 0 1 .0 0 0 0 .7 5 0 1 .0 0 0 0 .8 8 7 0 .8 9 3
STARCH 0 .2 2 5 1 .0 0 0 STARCH- S 0 .1 6 2 0 .0 9 1 0 .0 9 1 2 PPB 0 .1 1 3 0 .1 0 7 STARCH- I 0 .0 6 3 0 .0 3 5 DRYG RAI N 0 .0 3 5 0 .2 5 0
HOPS 1 .0 0 0 Mo le Flo w lb m o l/h r WA TER 4 3 .0 5 8 2 1 .5 2 9 4 3 .0 5 8 4 3 .0 5 8 2 1 .5 2 9 2 .3 0 3 2 1 .5 2 9 2 1 .5 2 9 2 1 .5 2 9 5 .2 3 0 2 1 .5 2 9 3 5 .5 2 5 3 7 .8 2 8
STARCH 0 .6 2 6 0 .6 2 6 STARCH- S 0 .4 5 1 0 .4 5 1 0 .4 5 1 tr ace 0 .4 5 1 0 .4 5 1 STARCH- I 0 .1 7 5 0 .1 7 5 DRYG RAI N 0 .1 7 5 0 .1 7 5
HOPS 0 .1 4 1
Aspen Model Description
A very modest attempt to model our brewery as one complete operation is depicted in Figure 18.
Ideal properties were used because the majority of the operation in a brewery takes place at
atmospheric pressure. The cold water flow into the plant was split into two streams, one for
mashing temperature and one for sparging. The heat duties calculated at each heater were in
BTU/hr and multiplied by the 388 lbs/hr resulted in an estimated 163,555,580 BTU/hr of heat is
being sent to heat a cold water stream from 70°F to 153°F. To see if this value was accurate we
calculated as if our batch process was operating continuously.
If we heated 9308 lbs/hr it would require:
9308 lbs2.204 lbs
kghr
∗4.134 kjK∗kg
∗(342 K−294 K )=Q=838024 kjhr
Modeling a batch process in aspen proved to be difficult because many of the components
required in our process were not available in the ASPEN. The most crucial component in our
system, fermentation, was not able to be modeled. For these reasons our project was based on
experimental results.
80 | P a g e
Hazard and Operability Study
The design of this brewery involves numerous reaction vessels and pipelines which have the
potential to present a risk to personnel or prevent an efficient operation. A hazards and
operability analysis (HAZOP) was performed on each component of the brewing process to
ensure all potential hazards and process limitations were acknowledged and preventative
measures were instilled in the design. The components from the overall flow diagram (see
Figure 16) were analyzed separately and are shown in Figure 19 through Figure 30.
Silo and Mechanical Solid Screw Auger
Figure 19: Silo and Auger Conveyer
A major concern for the silo component shown in Figure 19 is for metal impurities that
could either be a part of the shipment of grain, or enter the silo if it is not properly sealed. The
metal contaminants pose a hazard to the quality of the product. They also can cause a spark when
in contact with the other metal equipment resulting in a spark and potential explosion risk to the
fine dust created from the grain. Installing a magnet to remove any metal fragments
81 | P a g e
Inlet: Grain from grain truck
Silo
Mechanical Solid Screw Auger
contaminating the grain will reduce the risk of explosion and help ensure the purity and quality
of the product. Incorporating a safe distance between the building and the silo in the design is
also essential to reduce the risk of explosion.
Grain Mill
Milling the grain serves to the purpose of breaking down the husks to allow for more
absorption of the sugars to the water during the mashing process. During this grinding process, a
fine dust can accumulate on the other vessels in the brewery. This hazardous dust can lead to
possible explosion, but also forms a sticky, glue-like substance when in contact with water. It is
imperative to control the accumulation of this dust by covering the mill to collect any residue and
to install a vacuum system for debris removal. Another major concern regarding the quality and
purity of the product is the possibility of any contaminants in the grain. Ensuring that the silo,
conveyer and mill are enclosed and sealed reduces the risk of any environmental contaminants as
well as any insect or rodent contamination (Handbook of Brewing citation).
82 | P a g e
Grain Mill
Inlet: Intact Grain from
Silo
Outlet: Milled grain to Mash Tun
Figure 20: Diagram of Grain Mill.
Mash Tun
During mashing, starches are extracted from the grains and broken down through
enzymatic activity into simple sugars. At temperatures above 70oC and below 55oC, the enzymes
are denatured or inactive, preventing the cleaving of starches. Maintaining the temperature of the
vessel during the hour long mashing time is essential to extracting the maximum amount of
fermentable sugars and establishing the unique sugar profile of the wort. The major element
controlling the mash temperature is the insulation around the vessel. If there is a crack or defect
in the insulation, the tank temperature will fall below the brewer’s window (Priest & Stewart,
2006) and the product will need to be disposed of. If inlet water temperature from the hot water
heater is too high, the tank temperature would be too high and the batch would need to be
disposed of. A temperature indicator alarm must be installed to monitor the tank temperature and
prevent exceeding the optimum range. During mashing, the water/wort is heated and some
vaporization occurs. If boiling is induced from the hot water heater, the product is void, and a
buildup of pressure without a relief valve could cause the tank to rupture and leak. Overfilling of
83 | P a g e
Mash Tun Mash fed to Boiling Kettle
Milled Grain from Mill
Recirculated water
Water from Instant Hot Water Heater
Figure 21: Diagram of Mash Tun. The outer lines depict the insulation.
the tank can also cause tank rupture and leaking. This can be the result of over filling the tank if
the valve from the water supply fails to close. An LAH and shutoff valve should be installed to
prevent this occurrence.
Boiling Kettle
The boiling kettle employs a steam jacket to keep the liquid at a rolling boil for over an
hour. Boiling over due to excessive heat causes a loss of product, and the expelling liquid creates
a sticky film that is difficult to clean. If the pump speed is too high and the flow rate of the steam
is too fast, the tank could over heat and cause a boil over. If the pump fails, the inlet steam valve
is closed or not enough steam is produced, the tank temperature could be too low and a boil
would not be induced. The vessel could also be overfilled if the mash was diluted while being
transferred. This could cause a rupture or leak in the vessel and in turn, a loss of product. If the
84 | P a g e
Boiling Kettle
Steam from Generator
Hot Mash from Mash Tun
Recirculated Wort
Wort fed to Heat Exchanger
Figure 22: Diagram of the Boiling Kettle. The outer vessel is the steam jacket.
valves for the exit streams from the kettle are open during the transfer of the mash, the product
will immediately exit the tank. A FICA should be installed to acknowledge any open valves that
should be closed. In both the mash tun and boiling kettle steam jacketed vessels, a leak in the
dividing wall between the jacket and main tank would contaminate the product. An emergency
shut off should be installed for this case and routine inspection or maintenance should be
followed to ensure the structural integrity of the equipment. The recirculation line with the pump
induces the whirlpool to center the solids for wort removal.
Heat Exchanger
The heat exchanger quickly cools the wort draining from the kettle to be fed into the
fermentation tank. The glycol/water solution from the cooling unit reservoir is fed through the
heat exchanger and into the main water supply entering the heating unit. The essential aspect of
the heat exchanger is the flow rate of the hot and cold fluids. If the pump from the cooling unit
fails or has too fast of a flow rate, the product would be too hot or cold (respectively) entering
the fermentation tank causing yeast to die. If the pump from the boiling kettle fails or has too fast
of a flow rate, the same consequences would occur. If the city water valve leading to the cooling
unit is not opened, there would be no flow of the cooling solution to the heat exchanger and the
85 | P a g e
Heat Exchanger
Hot wort from Boiling Kettle
Warm water from Heat Exchanger
Cooled Wort fed to Fermentation Tank
Cold Water from Cooling Unit
Figure 23: Diagram of the Heat Exchanger.
liquid would be too hot entering the fermentation tank. Flow indicator alarms should be installed
on all streams around the heat exchanger to control the fermentation temperature is ideal for
yeast activity. Routine cleaning and maintenance of the equipment is also required. If a plate
should rupture, all of the product would be contaminated with glycol and water.
Primary Fermenter
Adding yeast to the wort to induce fermentation and the production of alcohol occurs in
the fermentation vessel. The tank is jacketed with the cooling glycol/water solution maintaining a
constant temperature. Temperature is a crucial element in the fermentation process in order to
maximize the functionality of the yeast. If the cooling unit keeps the solution at a temperature
that is too low or too high, the tank temperature will negatively affect the quality of the beer. A
temperature indicator alarm should be installed to monitor the coolant temperature and the beer
temperature. The flow of the coolant which is determined by a pump also affects the
temperature; therefore, an FICA should also be installed. Changes in pressure during the
86 | P a g e
Fermentation Tank
Cooled Wort from Heat Exchanger
Cooling Water Recirculated through Cooling Unit
Spent Yeast
Cooling Water from Cooling Unit
Beer fed to Filter Unit
Figure 24: Diagram of the Fermentation Tank. The outer vessel is the jacketed for cooling.
fermentation process are the result of carbon dioxide formation. If there is no relief valve on the
tank, pressure could build up and cause the tank to rupture or explode, or the jacket to leak into
the beer resulting in batch contamination. A pressure relief valve should be installed as well as a
bypass valve in case the relief valve became blocked. A PIA should also be utilized. Another
major concern for brewers is the potential of implosion (Yates, 2011). If a vent is not opened
when the solution is being pumped out, the negative pressure would cause the tank to fold in on
itself. It can be attempted to pressurize the tank in order to push the walls back out, but the
structural integrity of the material is compromised (Yates, 2011). A PIA and emergency pump
shutoff should be installed
Filter
The filter prevents any residual yeast or solid residue from entering the
brightening/conditioning tank which is directly linked to the bottling and keg filing steps of the
process. Ensuring that the quality of the product is consistent depends on the flow and pressure
within the filter unit. If filter clogs or is damaged, the major effect would be a delay in the
process or more damage due to pressure done to the filter. If the valve for the solid residue fails
to close, the product would be lost. If the valve from the tank does not open to remove the solid
accumulation, excessive amounts of solids would be sent to the filter contributing to clogging or
87 | P a g e
Figure 25: Diagram of the Filter.
Filter
Beer from Fermentation Tank
Filtered Beer fed to Brightening
Tank
filter unit damage. A FIA should be installed on the exit stream valve to monitor the flow of the
solid products. If there is damage to the filter or it becomes clogged resulting in a pressure
buildup, the unit or the piping could rupture and leak causing loss of product. Routine cleaning
and maintenance as well as a PIA should be used.
Brightening Tank
The brightening tank has the same jacketed structure as the fermentation tank, but all of
the yeast and solids are removed by the filter so there is no outlet for solid residue. In the
brightening tank, no additional fermentation occurs; the beer is conditioned by sitting and
allowing the flavors to develop. Carbon dioxide is also pumped into the vessel to carbonate the
beer before proceeding to the bottling and kegging lines. The temperature and pressure
concerns for the fermentation tank apply to the brightening tank, the only deviation being that
CO2 is pumped into the brightening tank as opposed to CO2 being produced during fermentation.
Excessive amounts of CO2 pumped into the tank without a relief valve could cause tank rupture
and leaking or explosion. If the CO2 tank had a leak in the line to the vessel, the product would
not be carbonated. A PIA should be installed to prevent wasting gas and delaying the process. If
88 | P a g e
CO2 Tank
Brightening Tank
Cooling Water from Cooling Unit
Filtered Beer from Filter Unit
Cooling Water Recirculated to Cooling Unit
Beer fed to Distribution Vessels
Figure 26: Diagram of the Brightening Tank.
the flow reversed back into the gas storage container, the unit could explode. A check valve
should be employed in the line from the cylinder to the tank.
Bottler/Labeler, Keg Filler, and In House Kegs
The bottling and kegging process is the major component for the distribution of product.
The in house kegs hold the lowest percentage of each batch, but all the storage containers share
similar hazards involving contamination, overfilling and pressurizing, and losing product to
spills. If the bottles are not washed and sterilized properly, or allowed to dry in a sterile
environment, bacterial growth and contamination can occur which would result in loss of
product. If the pump from the brightening tank has too high of a flow rate and the only one valve
is open (to either the in house, kegs, or bottler), pressure can build in the pipes and possibly
result in overflow and loss of product. If the valves are not open at all either to the filling units or
from the brightening tank, the process would be delayed, negative pressure could occur in the
pipes, and the pump could become damaged. Installation of FIAs could prevent this occurrence.
89 | P a g e
In House Kegs
Bottler/labeler
Keg Filler
Beer from Brightening Tank
Figure 27: Block Diagram for the Bottle/Labeler, Keg Filler, and In House Kegs.
Steam Generator
The steam generator plays a crucial role in product quality. Maintaining constant
temperature in the mash tun and boiling kettle is essential to reproduce the extraction and
fermentable sugar profiles which determines the taste of the beer and alcohol percentage. If the
steam flow is not controlled properly, the product could be lost. The steam also feeds to the
instant hot water heater to bring the mash water to temperature. If there is not enough water
flowing into the generator to maintain pressure in the pipes, or the natural gas burner
malfunctions, the inaccurate temperatures will cause loss of product. A PIA should be installed
to control the pressure in the piping. If condensation occurs within the pipes due to loss of
pressure and temperature, the wet steam will not provide adequate heat transfer to the vessel to
keep the product at temperature. Producing too much steam due to threshold sensor malfunction
can build pressure in the pipes and possibly cause pipe leaks and ruptures. Routine maintenance
and testing must be performed on the pressure sensor installed in the pipes to ensure that the
threshold is accurately measured. If the water line to the generator is blocked or the valve not
opened, no steam will be generated and therefore no product will be produced. Flow indicator
alarms should be installed to monitor water flow to the generator and detect any leaks that could
prevent enough steam from being produced.
90 | P a g e
Steam GeneratorCity Water Feed
Steam fed Boiling Kettle
Figure 28: Block Diagram of the Steam Generator.
Instant Hot Water Heater
The instant hot water heater is temperature controlled by electrical controls. The outlet
feeds directly to the mash tun which requires exact and constant water temperature. If the water
flows too low, the temperature of the water will be too high going into the mash. If the water
flow is too high, the mash temperature would be too low going into the mash causing loss of
product. Failure of valves to open leading into the mash tun can result in delay of the brewing
process and pressure buildup in pipes. A FIA and PIA should be installed to prevent the
deviations in water temperature.
Cooling Unit
91 | P a g e
Instant Water Heater
City Water
Hot Water fed to Mash Tun
Cooling Unit
Cooling Water fed to Heat Exchanger
Cooling Water fed to Fermentation and Brightening Tanks
Recirculated Cooling Water
City Water
Figure 29: Diagram of the Instant Hot Water Heater.
Figure 30: Diagram of the Cooling Unit.
The cooling unit is another essential quality control component in the brewing process.
The glycol/water mix is kept in a temperature regulated reservoir and circulated to the jackets of
the fermentation tank, brightening tank and heat exchanger. Like the steam generator,
temperature control and flow is crucial to quality control of the process. If the unit malfunctions
and the temperature is either too hot or too cold, the water used to cold the wort and the tank
temperatures will be wrong causing a loss of product. If the pump malfunctions and the flow
rates to each component are too high or low, it will have the same loss of product consequence.
A TIA and FIA should be installed to monitor the temperature and flow in order to ensure
consistent product quality.
92 | P a g e
Environmental Impact Analysis
The brewing process accumulates solid wastes which must be disposed of according to
the Code of Federal Regulations (CFR) and the Connecticut Department of Environmental
Protection (DEP). According to CFR Title 40 section 243.203-1, solid waste containing food
products must be removed of at a minimum of once a week. Section 243.200-1 states that any
reusable waste containers that are manually emptied cannot exceed 75 pounds when filled or
have a capacity greater than 35 gallons in volume [243.200-1]. Therefore, when storing the spent
grain after mashing to be donated to a local farm must be removed from the premises every week
in 75 pound patches. Until removal, all waste containers must be stored on a drained surface
large enough to accommodate all barrels [243.200-2]. This brewery produces 2919 lbs of spent
grain (755 lbs of unabsorbed material which absorbed 2164 lbs of water); 39 barrels of grain will
be produced per batch meaning 156 barrels must be removed per week.
Yeast is another solid waste product that can be
reused for approximately 180 batches (Harris, 2011) before
it is necessary to re-pitch. Once the reused yeast is
exhausted, it can be sterilized and sent to farmers as a
protein additive for cows (Lehloenya KV, 2008). During
the filtration process, the wort is clarified using a
diatomaceous earth filter. Diatomaceous earth is an
aggregate of fossilized unicellular water plants called diatoms which have skeletal shell
comprised almost entirely of silica. The powder material is deposited on a mesh as a pre-coat and
added to the filter constantly to ensure there is always an active surface (Golden Harvest
93 | P a g e
Figure 31: Diatomaceous Earth
Organics LLC). The filter cake can become clogged and must be removed and replaced. In
powder form, diatomaceous earth can be toxic and carcinogenic when inhaled at a great
frequency and concentration, but is non-hazardous when wet (Baker, 2008).Under the Resource
Recovery Act (40CFR sect. 261) from the federal government, diatomaceous earth is not
recognized as a hazardous material unless it is used to filter hazardous material. The Connecticut
DEP has no requirements for disposal into sanitary sewers, therefore, the spent D.E. can be
discharged into the waste stream or removed to a landfill.
The waste water produced during the brewing process contains biological matter such as
enzymes and fermented beer contains alcohol. The cleaning supplies used in this process (Star
San and PBW, see Cleaning Materials) must also be considered when planning the waste
treatment system prior to releasing hazardous agents in to the public sewage water supply. The
cleaning materials used in this process are biodegradable, environmentally friendly, and the
chemicals are not included in any hazardous waste classification according to the Code of
Federal Regulations and the Connecticut DEP. Disposing of a contaminated or poor quality batch
of beer must adhere to the sewer compatible waste water regulations. Through the Connecticut
DEP, the “General Permit for Miscellaneous Discharges of Sewer Compatible (MISC)
Wastewater” must be filed. This permit states that a holding tank for waste water to be treated
must have a 110% secondary containment storage capacity and be equipped with a high level
alarm system to indicate that the vessel is at 80% capacity.
The effluent limitations are another major concern regarding waste water treatment. The
Connecticut DEP permit specifies acceptable biochemical oxidation demand (BOD) levels, pH
range, and turbidity of any filtered material in order to be discharged into the sewer mains. The
BOD the amount of oxygen required by aerobic biological organisms in a body of water to break
94 | P a g e
down the organic material present over a certain time period (usually 5 days) (ALAR
Engineering Corporation, 2010). The acceptable BOD as determined by the DEP is 600 mg/L;
however the average BOD of beer is greater than 25,000 mg/L (Russell, 2003)
A contaminated batch of beer that needs to be disposed of would therefore need to be treated in
order to be disposed of down the drain. Filters that separate solids from liquids must be installed
to bring the BOD level to acceptable standards before disposal. The DEP also requires the pH
range of 5.0 to 11.0 to be considered sewer compatible. Unfermented beer typically has a pH of
5.3-5.5, while fermented beer has a lower pH range of 3.8-4.5 due to yeast activity. The pH of
fermented beer is too high for sewers and must be treated with caustic solution to be neutralized
before disposal. The regulations for filtered materials dictate that the turbidity of a filtered
sample cannot be more that 1 NTU (Nephelometric Turbidity Unit). If the sample has a higher
turbidity, it must be re-filtered before being disposed of into the public water supply.
Other References:
(Steed, Steed, & Steed, 1992)
(Regulation, 1989)
95 | P a g e
Expenses
Batch Size Reduction
Having set the production of the brewery to 13,000 barrels a year the next task required
was to determine the volume per batch and number of batches per week. The decision to brew
four-1950 gallons batches a week was influenced by equipment and energy costs associated with
energy losses as well as the concerns with cost risk per batch.
The production throughput decided upon involves having eight 80-bbl fermentation tanks
and eight 80-bbl brightening tanks. An operation with double the volume and half the number of
brew days resulted in the requirement of four 145-bbl fermenters and brightening tanks. Larger
tanks required more energy to maintain the liquid inside of them at proper temperatures and the
larger surface area would incur larger energy losses than smaller tanks. This same logic was
applied across the process to the mash tun, boiling kettle, and instant water heater.
One critical factor that influenced the reduction in batch size was the fact that the instant
hot water heater required to heat the mash water directly depended on the amount of times a day
this brewery would be brewing. If this brewery was to brew two times a day for two days during
the week it would require two instant hot water heaters. This would be due to the fact that the hot
water would need to be heated for the first batch within a four hour time period and the same
would need to be done for the second batch. This would require a total energy consumption of
813 kW for the week. If one batch was done for four days a week there would only need to be a
single hot water heater. This hot water heater would be turned on at the end of a work day and
slowly heat the water into the mash tun over a 12 hour period. This hot water would be ready for
use when the employees arrived in the morning. The total energy required for the week to heat
96 | P a g e
the mash water in this case would only be 136.7 kW. This value is an 83% reduction in required
energy than using the two day a week method.
An additional concern that influenced the decision to choose smaller batch sizes was the
risk associated with potential contamination of product. A batch double in size represents double
the cost should it become unfit for consumption and have to be discarded. Thus, the most energy
efficient method and least cost-risk batch size for this process chosen and brewery output was
decided upon 1950 gallon batches to be brewed four times a week.
Grain Pricing
The distributor chosen for the grain used in this brewery would be The Country Malt
group out of New York. The most consumed type of gain in this brewery would be 2-Row Malt.
Each batch would require 2387 lb of 2-Row malt which in turn requires a silo for the bulk
storage of this grain. The type of 2-Row that would be chosen is manufactured by Canada
Malting Company. In order to maximize the amount of grain in the silo, The Country Malt
group is able to ship a truck load of about 48,500 lbs of this grain to the brewery for about
$17,295.10. This amount of grain would last this brewery about 4.25 weeks and would mean that
there would need to be about 12 truck-loads a year for a price of about $207,541. There are also
two types of specialty grain that would be used in this brewery; Caramel Malt and Carapils Malt.
The required amount of Caramel Malt per batch is 159 lbs which is equal to 2544 lbs a month.
The manufacturer for this grain is Thomas Faucet and Sons Malting which would be delivered
by The Country Malt Group. Once again, this company had the best extraction at 77% and the
lowest price of $0.13 per pound. This type of grain is sent in 55 lb bags on a pallet. Each pallet
contains 42 of these 55 pound bags and this brewery would require one pallet to be bought each
month. The total pallet cost for this grain with shipping would be $126.66 per month totaling
97 | P a g e
$1,519.92 each year. For the Carapils Malt the same amount of grain would be used as the
Caramel Malt. The manufacturer chosen for this type of malt would be the Malteries Franco-
Belges company which would be delivered by The Country Malt Group. The reason this
company was chosen was because the extraction was the highest at 85% and it had the lowest
price at $0.012 per pound. This brewery would require one pallet each month at a price of
$124.56 which totals $1,494.72 per year.
Water Usage
One of the main components of beer is water, and it is extremely important to estimate
how much money would be invested in water consumption each month. A brewery based in
Storrs, Connecticut would receive water from Windham Water Works. The going water rates
from Windam are $2.12 for each 100 ft3 of water. Each batch of beer produced in this brewery
would require 2238 gallons of water for brewing, with an additional 682.5 gallons being used for
cleaning and sanitizing. There is a total of 2958.5 gallons of water consumed for each batch and
the water usage per time summary is available in Table 21. After converting from gallons to ft3,
it was calculated that this brewery would pay $8.27 for each batch made, $132.29 each month
and $1,587.46 each year.
Total Water Per Batch (gallons)
Total Water Per Batch (ft3)
Total Water Per Month (ft3)
Price Water Per Batch
Price Water Per Month
Price Water Per Year
2920.5 390 6240 $8.27 $132.29 $1,587.46
Table 21: Price of Water Used in the Brewery for Each Batch and for Each Month.
98 | P a g e
Cleaning Materials
Aside from raw materials in this brewery it is necessary to purchase cleaning supplies. In
any brewery the largest concern is keeping the equipment and work areas clean and sanitized.
Failure to do so could possibly result in contamination of a batch which would result in an
economic loss to the company. Several choices of chemicals exist for cleaning the insides of the
fermentation tanks, mash tun, and boil kettle. This brewery has chosen to use Powdered
Brewer’s Wash (PBW) manufactured by Five Star. PBW is an alkali cleaner originally
developed for Coors and is now offered for use in any brewery across North America. The ratio
commonly used to clean the inside of any tank is one ounce of PBW added for every gallon of
water added. The equipment is soaked overnight and rinsed the following morning and does not
require any scrubbing. It is safe for use on soft metals, rubber gaskets, and has the added benefit
of not being harmful to exposed skin. It is an environmentally friendly, biodegradable product.
This brewery would require the use of 682.5 gallons of cleaning water per every batch (Priest &
Stewart, 2006, p. 95).
This number is based on the assumption that for each batch of beer made there will be an
additional 35% of water used for cleaning. Fifty percent of this fraction is estimated to be used
for general tank rinsing. Thirty percent of this water (102.38 gallons) would be used towards
cleaning the tanks with PBW as can be seen in Table 22. This amount of water would require
102.38 oz. of PBW per batch and equates to 102.38 pounds per month. The supplier Country
Malt sells PBW in 450 pound drums for $1000. Approximately one drum would be required
every 4 months. Another 15% of the total cleaning water was estimated to be used for general
warehouse house. Examples of this include rinsing the floors, cleaning instruments, and other
general rinsing.
99 | P a g e
Cleaning Water Usage Purpose Amount Chemical Needed
Chemical Price
50 % (341.25 gallons/batch)
Tank Rinsing N/A N/A
30% (102.38 gallons/batch)
PBW Washing 102.38 oz. / batch $1000 every 4 Months
15% (51.19 gallons/batch)
General Rinsing N/A N/A
5% (17.06 gallons/batch)
Star San Washing
4.41 oz. / batch $118 every 8 Months
Table 22: Break Down of Cleaning Water per Batch.
The final 5% (17.06 gallons) of the cleaning water would be used to make Star San
sanitizer solution. Star San sanitizer is a food-grade acid rinse for destroying microbes from
brewing and wine making equipment. It is self-foaming that allows for penetration of hard to
reach cracks and crevices. This chemical is flavorless as well as odorless. It is used as a soaking
solution and can be applied by hand or with a spray bottle. Typically one ounce of Star San is
used for every 5 gallons of water added. It is safe for use on all surfaces, but since it is a
phosphoric acid based cleaner it is recommended that contact with rubber, plastic and metal be
kept to a minimum. Star San is also environmentally friendly, biodegradable. In this brewery
Star San would be used to clean connections of piping as well as other small pieces equipment in
the in the brewing process. Each batch is estimated to require 3.41 oz. of Star San which equates
to 54.56 oz. a month. It is available in four gallons (case of 4 one gallon jugs) from Country malt
for $118. This would need to be purchased every four months (Northern Brewer, 2011).
100 | P a g e
Hop Pricing
Saaz and Cascade Hops would be used in the brewery according to the experimental
recipe, Table 5. Both of these hops would be bought from The Country Malt Group and be
delivered directly to the brewery. This brew recipe would require 36.6 lbs of Cascade hops for
each batch for a total of 585.6 lbs per month. The price per pound of these hops is $6.17 which
totals $3613.15 per month and $43,357.80 a year. This recipe would also require 24.4 lbs of Saaz
Hops per batch for a total of 390.4 lbs a month. The Country Malt Group sells Saaz at $7.26 per
pound which would total $2834.3 per month and $34,011.60 a year for this brewery.
Yeast Pricing
British Ale yeast (WLP005) produced by White Labs and distributed by The Country
Malt Group would be used for fermentation. This particular strain of yeast is excellent in
producing malty beers, has up to 90% attenuation, and comes in 1.6 liter packaging for $208. It
was estimated that 34.5 liters of yeast would be pitched for each batch. If new yeast were to be
pitched for every batch the price would equate to $4,576.00. Since yeast is a living organism that
grows and multiplies with each batch of beer, it can be cultured and reused many times. The
number of batches that yeast can be reused is dependent the time when yeast is removed from the
fermentation vessel and on the quality of the culture environment. A yeast culture has been
successfully used for over 180 generations and it has been assumed that culture conditions will
allow for an equivalent return on yeast purchases (Harris, 2011). Yeast would be purchased
approximately once per year.
CO2
After the beer has finished fermenting in the fermentation tanks it is pipes into
brightening tanks. There is a very small amount natural formation of CO2 during the fermentation
101 | P a g e
process. This small amount is calculated to be 8.4 x 10-3 lbs of CO2/gallon of beer for each batch.
This value does not hit this brewery’s target concentration of 0.024 lbs of CO2/gallon of beer. In
order to achieve this, CO2 must be pumped into the sealed brightening tank in order to further
carbonate the beer. Each batch would require an additional 47.57 lbs of CO2 to be added during
this process. An outdoor CO2 holding tank must be constructed in order to store large amounts of
CO2 for multiple batches. The choice of distributor for this tank and supplier of CO2 would be
Esquire Gas Company. They would be able to supply this brewery with a 4 ton capacity CO 2
tank to be constructed directly outside of the warehouse for an installation cost of $10,000. An
additional rental fee would apply, costing $400 dollars a month. The unit cost of CO2 from
Esquire is $0.15/pound and tank recharges would be on a request basis. The proposed tank has a
4 ton capacity it would only need to be filled once each year. The annual cost for CO 2 would be
$6,170.00 a year to rent and fill, plus a start-up cost of $10,000. The first two years would cost
$16,170.00.
O2
Aeration of the wort requires oxygen to be fed into the cool stream coming out of the heat
exchanger. The calculated amount of oxygen required for each batch is 0.127 lbs. This oxygen
must be on hand for each batch within the brewery. To achieve this, this brewery would use Aero
All Gas as their oxygen supplier. A requirement of 2.032 lbs of O2 each month would require a
244 ft3 oxygen tank containing 21.8 lb. The cost for filling the tank is $29.95 and an annual
rental fee costs $50.00. The capacity of the cylinder is estimated to be 10 batches and would
require a monthly refill. There would be a $20 delivery charge per making the total first year cost
$649.40.
102 | P a g e
Diatomaceous Earth
Since this brewery would be using a diatomaceous earth filter, it is necessary to acquire
the D.E. powder for the filter. It is calculated that this brewery would need one and a half 50 lb
bags of diatomaceous earth for every batch produced (Yates, 2011). This leads to a total amount
of (24) fifty pounds bags of DE per month. This DE would be acquired from Country Malt for a
price of $36 per bag and equate to $864 each month.
General Waste Disposal
In order to dispose of bulk trash items and bulk cardboard, this brewery would need to
rent two dumpsters from Willimantic Waste Company based in Willimantic, CT. Both dumpsters
would be 8 cubic yards in size. One would be specifically used for trash and the other for
cardboard. A bi-weekly pickup schedule would be chosen due to the fact that the dumpster’s size
will allow for longer fill periods than if a smaller dumpster size was chosen. It would cost the
brewery $129 a month to rent the trash dumpster and an additional $30 a month to rent the
cardboard dumpster. The total amount for general waste disposal would be $159 dollars a month,
which would need to be paid to the Willimantic Waste Company for their services.
103 | P a g e
Labor
Proprietor
The owner of the brewery has the greatest amount of responsibility in this company.
They are responsible for overseeing all of the operations performed within the brewery. They are
in charge of making all decisions related to expenses such as ordering equipment, hiring new
employees, setting their salaries and benefits, and how to make the company grow. The owner
must balance the company’s budget and by limiting spending that does not contribute towards
generating revenue. Economic growth and company expansion are the goals for the owner if the
company and its employees are to prosper. Apart from making day to day decision the owner
must be willing to adapt to customer and industry demands in order to stay competitive in the
market. This can mean exploring process improvements to upgrade the production flow. The
104 | P a g e
Proprietor
Brewer Master
Cleaner Brewer’s Assistant Inventory/Distribution Specialist
Secretary
Figure 32: Labor Distribution Tree
optimization of process efficiency is extremely important in order to save the company money.
This is a concern the owner must always keep in mind and is trying to achieve with as little
spending as possible. Ideally in this brewery the owner should approximately make $100,000
annually.
Secretary
The secretary for the brewery plays an important role in keeping the company organized
and maintaining positive public relations. Not only is it important the secretary makes sure that
the public view the company in a professional manner but also to help maintain a good rapport
among employees, venders, and customers. They are directly responsible for answering and
returning telephone calls as well as emails for the brewery. Tours that will occur within the
brewery for the general public must be organized and set up by the secretary. The secretary must
also set up meetings for the owner with possible clientele or any other general company
representative. Another very important role the secretary plays in the company is maintaining
and updating all of the brewery’s records. In this brewery the secretary will have an annual base
salary of $30,000.
Head Brewer
The head brewer’s main responsibility is to maintain a consistent output of beer. They
are in charge of checking the amounts and quality of brewing materials to maintain superior
quality. The head brewer is in charge of overseeing the entire brewing operation from barley to
105 | P a g e
beer, including the overseeing of tank controllers. Not only is the head brewer responsible for
brewing the beer, they are also in charge of the warehouse staff. They need to make sure that all
of the brewery’s day to day operations are running in an efficient and effective manner. Once a
batch has reached its completion it must be inspected and tested for quality control. The head
brewer is responsible for making sure each batch has brewed correctly before he can certify it to
be distributed. The head brewer is also responsible for the upkeep of the brewery’s equipment
and instruments. Another important part of the head brewer’s responsibilities involve research
and development by the experimenting with different recipe combinations for future beers. In
this brewery the head brewery is expected to make $55,000 annually for their base pay salary.
Cleaner
The cleaner is the aseptic technician in the brewery, responsible for maintaining the
cleanliness of the entire brewery. They are specifically responsible for keeping all of the brewing
process equipment sanitized and clean. Improper sanitation of the facility can lead to product
contamination and the loss of an entire brew day’s production. The cleaner is also responsible for
maintaining the quality of the waste water leaving any part of the brewery. It is important that the
cleaner treats and wastewater stream to federal standards if it is necessary. They are also in
charge of distributing and transferring spent grain to the farmers for pick up daily. General
housekeeping is also a key component to the cleaner’s responsibilities. In this brewery the
cleaner is expected to make $30,000 annually for their base pay.
106 | P a g e
Brewer’s Assistant
The brewer’s assistant’s role in the brewing process is to perform non-critical tasks so
that the head brewer can maintain quality control. Duties can include operating the mill, augers,
and pumps as well as transferring specialty malt to the mill for each batch. Other duties include
removing spent grain from mash tun and trub from the boiling kettle after each batch and
collecting samples for the head brewer to analyze. They must monitor and upkeep all of the
fermentation tanks and brightening tanks in the brewery. It is important that they inspect and
make sure all of the fermenters and brightening tanks remain at constant temperatures during
fermentation and carbonation. The brewer’s assistant is also in charge of running the bottler,
kegger, and labeler for each batch. It is also important that they be able to give tours to interested
members of the general public upon their visits to the brewery. In this brewery the brewer’s
assistant is expected to make $30,000 annually for their base pay salary.
Inventory/Distribution Specialist
The inventory/distribution specialist’s role key role is to the logistics to ensure smooth
flow of materials into and out of the brewery. They are in charge of securing all finished product
for the distributors and involves packing kegs and cases of bottles onto pallets. They are in
charge of operating the forklift to transfer heavy materials to and from the loading dock. They
are in charge of inspecting and signing off for all material entering and leaving the premises as
well as directing incoming materials to their respective locations around the plant. They will
maintain up to date inventory and distribution records and manage the timing for future orders.
The inventory/distribution specialist is expected to make $35,000 annually.
107 | P a g e
Profitability Analysis
Distribution
Once the final product has finished being packaged, whether it is in keg form or bottle
form, it must be sent out to stores, bars, and restaurants. In order to achieve this, the brewery
needs to select a distributor in order to eliminate the need for having added expenses such as
buying a truck, fuel costs, driver salary, as well truck maintenance.
Connecticut is what is known as a “three tier state” when it comes to the distribution
process (Budweiser, 2011). This means that the brewery sets its own price for each item that will
be sold to the distribution company. Once they come and pick it up they are allowed to again set
their own higher price to sell to their clients in order to make a profit. The bars and restaurants
that receive the beer from the distributor then can sell it for their own price to make a profit as
well.
In the case for this brewery, the Budweiser Distribution Company based out of
Manchester, CT was the choice of distributor. The BD Company is able to reach out to a larger
number of states and spread the word about the product better than many of the smaller
Connecticut distributors. They are simply the largest company in this business and using them is
the best option for getting the product out there.
In the case of this brewery, 99% of all products will be sent out with the distributor and
only 1% will be kept for in house sales. On a monthly basis 1006 kegs will be sold to the
distributor for $85.00 each for total monthly sales of $85,510.00. This can be seen in Table 23 as
well as 6880 cases (24-packs) of bottles per month at $18.00 a case for total monthly sales of
$123,840.
108 | P a g e
This particular brewery will also keep 1% of its final products to be used in house. The
16 kegs per month collected will be used for open houses and sold in pint form at $4.50 a pint.
This brings the total monthly sales for the use of in house kegs to $8,928.00. In the case of
bottles, there will be 320 per month used for testing and quality control within the brewery. This
is to ensure that all batches are being produced in a consistent manner.
Table 23: Product Distribution
Distributed (99%) Number/Batch Number/Month Monthly Sales Yearly SalesKegs 63.0 1006 $85.00 /Keg $85,510.00 $1,026,120.00Bottles (24 Pack) 430 6880 $18.00 /24 Pack $123,840.00 $1,486,080.00
In House (1%) Number/Batch Number/Month Monthly Sales Yearly SalesKegs 1 16 $4.50 /Pint $8,928.00 $107,136.00Bottles 20 320 N/A N/A
Totals $218,278.00 $2,619,336.00
Unit Price
Unit Price
N/A
The reason for choosing a set keg price at $85.00 and a set bottle price at $18.00 is due to
the fact that the beer created in this brewery would be of high craft brew quality. A higher
quality beer such as this one means that the market it is being distributed will be willing to spend
the extra money as compared to lower quality beers for the better beer drinking experience.
Spent Grains
The solid waste that comes out of the mash tun in the form of spent grains needs to be
disposed of in some form. There are many solutions to this problem for any type of brewery. One
largely reusable way of disposing of spent grains is to use them for compost. This method helps
provide an ecofriendly disposal of the grains which can even be used as a growing medium for
109 | P a g e
mushrooms. This method however is not widely used since the smell that is developed from the
rotting grain is unpleasant and overpowering.
Another use for spent grain on a smaller scale is to dry out the grain and mill it into flour
for the use in baked goods or dog biscuits. This is not a very cost effective method for a brewery
to do them-selves due to energy requires to dry and then further mill the grain.
Yet another use for the grain is to convert it into ethanol to be used as a petroleum
alternative. Coors brewing company has been working with Merrick & Company since before
2005 in order to meet a growing demand for this fuel-ethanol product. Bio-plastics can also be
constructed from spent grains but is a fairly new process. It requires the grain to be fully dried
until it can be processed and is currently not the most favored option.
Perhaps the most common use for spent grain is the unrefined use of it as feed for
animals and birds. Many breweries use the grain as feed for cows since cattle require as much as
20 pounds of grain per pound of beef (O'Brien, 2007). This is the most cost effective method to
dispose of this waste. Local farmers will come by and pick up the grain in order to get it for free
from the brewery. This is an ideal situation for both parties since the brewery does not need to
pay for the disposal of the waste and the farmer does not need to buy grain for his cattle.
110 | P a g e
Economic Analysis
In order to determine the economic feasibility of a venture it is crucial to perform a
profitability analysis. Once this analysis is completed a decision to move forward with the
venture, alter the original proposal, or cease planning would be taken. An economic analysis of
this particular process was performed using the “Estimation of Capital Investment by Percentage
of Delivered Equipment Method” analysis (Max S. Peters, 2003).
In the case of this particular brewery all of the equipment needed were priced out exactly
with specific sizing and quotations provided by different manufacturers. There were a total of 21
items that were considered essential pieces of equipment needed in order to carry out the
complete brewing process. A list of these pieces of equipment, their respective manufacturers,
and price can be seen in Table 24.
There is an initial purchase cost of $984,353.86 for all the equipment needed for this
brewery. Based off the purchased equipment cost there is an estimated 3% installation fee and
another 2% for the installation and calibration of electronic equipment. In order to account for
the building structure, 6% of the purchase equipment cost was chosen for the price due to the fact
that this brewery would be a small to medium size operation. This was also chosen because the
building materials and structure would be that of a typical warehouse so it would be relatively
inexpensive. An additional 1% was assigned to go toward preparing the land and maintaining the
general area of the business. All of these percentages were chosen based on given ranges
provided by the model for each category (Max S. Peters, 2003).
111 | P a g e
Table 24: Essential Equipment, Capital Costs, and Manufacturers.
It is also important to consider indirect costs when constructing any new process plant.
General engineering and supervision costs were estimated to be 10% of the purchased equipment
cost as well as the general construction costs accounting for an additional 8%. Legal expenses
were set to be 1% in order to achieve assistance with federal and state regulations as well as
different contract negotiations. In order to account for different types of unforeseen events, a
contingency of 8% was chosen of the purchased equipment cost. All of these percentages were
chosen based on provided ranges given by the model for each category (Max S. Peters, 2003).
112 | P a g e
Item Manufacturer PriceSilo Brock Grain Systems $10,000.00Auger 1 N/A $7,000.00Auger 2 N/A $7,000.00Mill Pleasant Hill Grain Company $7,100.00Grain Vacuum JET $499.00Mash Pump AAA Metal Fabracation $2,471.00Brew Pump AAA Metal Fabracation $4,276.00DE Filter Della Toffola $73,633.86Mash Tun AAA Metal Fabracation $42,336.00Boil Kettle AAA Metal Fabracation $33,048.00Heat Exchanger AAA Metal Fabracation $15,000.00Fermentation Tank (8) AAA Metal Fabracation $268,096.00Brightening Tank (8) AAA Metal Fabracation $242,232.00Refridgeration Room Foster Coolers $5,199.00Bottling Machine Ager Tank & Equipment $51,635.00Labeling Machine Ager Tank & Equipment $19,800.00Kegging Machine Ager Tank & Equipment $18,900.00Hot Water Heater Hubble $5,000.00Glycol-Water Chiller Glycol Chillers $24,000.00Steam Boiler AAA Metal Fabracation $113,890.00Piping AAA Metal Fabracation $33,238.00
Total $984,353.86
The working capital chosen was 75% of the purchased equipment cost due to the fact that this is
the given estimated percentage for this type of solid-fluid processing plant. This is very
important to a company since it is what is necessary to invest in raw materials and supplies
carried in stock, accounts receivable, money for monthly salaries, accounts payable, and taxes
payable. In the case of this brewery it is $1,388,000. The fixed capital investment is also
extremely important since it is the money necessary to instillation and preparation of the entire
designed process and in this process it is $738,000. Summing the fixed capital investment and
the working capital total capital investment is acquired and in this case it is $2,126,000.
The amount of profit, raw material cost, as well as annual operating costs is all factored
into the analysis. In this particular brewery the raw materials used as well as their manufacturer
and price can be seen in Table 25. The total amount of raw materials needed in this brewery per
year is $263,470.07.
The amount of products that are priced out to be sold in this process total $2,619,336, as
mentioned earlier. Also, the total cost that went to employee labor and salaries was mentioned
earlier is $393,000. These three components were then factored in with all of the yearly utility
costs for this brewery.
113 | P a g e
Item Manufacturer Price (Batch) Shipping/Delivery/Rental Price (Year) Price (Year)2-Row Barley Canada Malting Company 2387 lbs $0.35 / lb $835.45 Included $160,406.40Caramel Malt Thomas Faucet and Sons 159 lbs $0.013 / lb $2.07 $1,344.00 $1,740.86Carapils Malt Malteries Franco-Belges 159 lbs $0.012 / lb $1.91 $1,344.00 $1,710.34Diatomaceous Earth Country Malt 50 lbs $0.72 / lb $36.00 $480.00 $7,392.00Saaz Hops Country Malt 24.4 lbs $7.26 / lb $177.14 Included $34,011.65Casecade Hops Country Malt 36.6 lbs $6.17 / lb $225.82 Included $43,357.82British Ale Yeast (WLP005) White Labs 34.5 L $132.64 / lb $25.42 Included $4,576.08
$1,331.96 $3,168.00 $263,470.07
Amount (Batch) Unit Price
Totals
Table 25: Raw Materials and Respective Manufacturer and Prices.
There are five different types of utilities used within this brewery. These utilities can be
viewed in Table 26 along with their provider and yearly costs. The use of all of these utilities
totals to $1,681.89 and does not include the electricity to run the equipment.
The amount of electricity required to run this particular process was calculated using the
amounts of energy required to run each piece of equipment. These amounts of energy were
calculated previously in the energy balance and can be seen in Table 27. The total required
amount of energy per year is equivalent to 262,878.91 kW which costs $26,782.10. The cost for
waste disposal is also taken into account with the utilities. The use of non-hazardous waste
disposal was mentioned earlier and totaled $1,908 a year. All of utilities that would be required
to run this process on a yearly basis totals about $39,000. This value is then sent to the to the
annual total production cost analysis. First however, the depreciation value is calculated for the
facility. The depreciation method used in this provided model is the 5-year MACRS model and
calculates the decrease in value of a facility over time. These totals are eventually used to
calculate the final evaluation. Next, the annual total production cost is calculated which
essentially the combination of everything previously calculated. In the case of this brewery,
114 | P a g e
Item Provider Price (Batch) Shipping/Delivery/Rental Price (Year) Price (Year)
Water Windham Water Works 413.2 ft3 $0.02 /ft3 $8.76 $1,681.89 $1,681.89Natural Gas DOE Connecticut 2203.08 ft3 $0.0095 /ft3 $20.84 Included $4,001.50Water Windham Water Works 651 ft3 $0.02 /ft3 $13.80 Included $2,649.83CO2 Esquire Gas 47.57 lbs $0.15 / lb $7.14 $4,800.00 $6,170.02O2 Aero All Gas 0.127 lbs $1.37 / lb $0.17 $70.00 $103.41
$8.76 $6,551.89 $1,681.89Totals
Amount (Batch) Unit Price
operating supervision is represented to be 15% of the operating labor. In addition, property taxes
are factored in to be 2% of the fixed capitol income as well as 8% being for financing, and 1%
going toward insurance. The plant overhead in this brewery is set to be 50% of the labor price.
The price of bottles and labels is added at this stage which is quoted to be $2,800 per year as well
as the price of cleaning solution per year which is $3,118. After adding all of these components,
the total product cost (without depreciation) is $1,141,000, which is sent to the final evaluation.
All percentage values chosen in this section were based on ranges provided by the model (Max
S. Peters, 2003).
The final evaluation takes into account some additional factors such as the federal income
tax amount (35%) and the annual-compounding discount rate which was chosen to be 21%. After
final calculations, this particular brewery’s payback period is 1.8 years with an average return on
115 | P a g e
Component Energy Required (Year) Energy Cost (Batch) Energy Cost (Year)Auger 1 0.196 kW 37.632 kW $0.0200 $3.83Auger 2 0.196 kW 37.632 kW $0.0200 $3.83Mill 34.856 kW 6692.352 kW $3.5511 $681.82Grain Vacuum 1.13 kW 216.96 kW $0.1151 $22.10Brewing Pump 21.06 kW 4043.52 kW $2.1456 $411.95Mash Pump 2.24 kW 430.08 kW $0.2282 $43.82DE Filter 20.74 kW 3982.08 kW $2.1130 $405.69Mash Tun 2.24 kW 430.08 kW $0.23 $43.82Refridgeration Room 1.864 kW 134.208 kW $0.19 $13.67Bottling Machine 4.32 kW 829.44 kW $0.4401 $84.50Labeling Machine 0.054 kW 10.368 kW $0.0055 $1.06Kegging Machine 3.3 kW 633.6 kW $0.34 $64.55Hot Water Heater 40.63 kW 7800.96 kW $4.14 $794.76Glycol-Water Chiller 660 kW 237600 kW $67.24 $24,206.69
Totals 792.826 kW 262878.912 kW $80.77 $26,782.10
Energy Required (Batch)
Table 27: Energy Costs for Each Piece of Equipment.
investment being 30.6% per year. These calculations provide a total net profit of $6,680,000
over ten years.
116 | P a g e
Final Decision
There are many factors to go into making a brewery a reality but it is essential to
calculate if it is actually feasible or not. After extended investigation it is apparent that this
brewery is a good invest on many levels. On an engineering and mathematical level, the mass
balances and energy balances for this process were able to be closed. This solidifies that the
equipment, as well as the configuration of the equipment, is arranged in a sound engineering
manner. In addition to a mass and energy balance, the constructed kinetic model using
experimental HPLC data provided results that were able to be of use for future brewing choices.
Choosing a quality of beer and using the kinetic model would allow this brewery to easily be
able to calculate the mash temperature required. Another optimization aspect that was
investigated was the batch size reduction. By brewing in smaller batch sizes more times a year
this brewery was able to calculate that it would require far less energy by brewing a batch size of
1950 gallons. It was also investigated that using a single hot water heater and brewing four days
a week with one batch each day cut the energy cost required to heat the wort in half. Full pricing
of equipment as well as raw materials, utility costs, and the cost of labor were all priced out.
These values, as well as other factors, were used in order to conduct a profitability analysis on
this brewery. The profitability analysis provided promising results in that the payback period
would be 1.8 years with a possible net profit of $6,680,000 over a ten year period. This profit
would able to be used for future expansion of the company which would produce a greater output
and in turn a greater amount of profit per year.
Another key component was choosing where this brewery should be located as well as
the size of the brewery. The craft brewing market represents a niche that is growing at a quick
117 | P a g e
rate. Investing in this type of industry at this period in time would be a good business venture.
The market provides great room for expansion as well an opportunity to emerge as a successful
brewery in a short amount of time with good product distribution. The chosen location of Storrs,
CT provides an atmosphere where there is an unlimited supply of consumers. Selling to local
bars would provide an increase in demand for this brewery’s beer as well as brand recognition
generating an increase in overall net profit over time. Overall, this is an excellent investment and
a sound business decision.
118 | P a g e
Figure 33: Bottle Label Design
Horsebarn PilsHusky Brewing Company
Works Cited
Ultraviolet and Visible Absorption Spectroscopy (UV-Vis). (2000). Retrieved from The Chemistry Hypermedia Project: http://www.files.chem.vt.edu/chem-ed/spec/uv-vis/uv-vis.html
ALAR Engineering Corporation. (2010). Biological Oxygen Demand (BOD). Retrieved April 2011, from ALARWater Pollution Control Systems: http://www.alarcorp.com/applications/biological-oxygen-demand-bod
Baker, J. (2008). Material Safety Data Sheet: Diatomaceous Earth.
Boilers, P. (n.d.). Steam Boiler Manual.
Briggs, D. E., Boulton, C. A., Brookes, P. A., & Stevens, R. (2004). Brewing Science and Practice. Woodhead Publishing.
Britannica, E. (2011). Refractive Index.
Budweiser, H. (2011, March). Distribution Specifications. (R. J. Jr., Interviewer)
Container, K. (2011). Bottle Quote. Diana Boyle.
Coolers, F. (n.d.). Refridgeration Room Quote.
Equipment, B. P. (n.d.). Ampco AC-216 Centrifugal Pump.
Equipment, I. (n.d.). RVS HELICOIDAL IMPELLER PUMP .
Fabrication, A. M. (2011, April). Brewery Quote.
Fix, G. (1989). Principles of Brewing Science. Brewers Publications.
Golden Harvest Organics LLC. (n.d.). Diatomaceous Earth. Retrieved April 2011, from Golden Harvest Organization: http://www.ghorganics.com/DiatomaceousEarth.html
Goldhammer, T. (2008). The Brewer's Handbook. Apex.
Grain, P. H. (n.d.). Specifications, Table A. Hampton, Nebraska .
Harris, T. (2011, March). Long Trail Brewery. (M. Williams, Interviewer)
Heater, H. H. (n.d.).
119 | P a g e
Hemad Zareiforoush, M. H. (n.d.). Screw Conveyors Power and Throughput Analysis during Horizontal Handling of Paddy Grains. Journal of Agricultural Science.
Lehloenya KV, S. D. (2008). Effects of feeding yeast and propionibacteria to dairy cows on milk yield and components, and reproduction*. Pub Med, 190-202.
Max S. Peters, K. D. (2003). Plant Design and Economics for Chemical Engineers. McGraw-Hill higher Education.
Northern Brewer. (2011). Star San. Retrieved from Northern Brewer: http://www.northernbrewer.com/brewing/star-san.html
O'Brien, C. (2007). Grains of Possibility: Ways to Use Spent Brewing Grains. Retrieved from American Brewer: http://beeractivist.com/2007/04/15/grains-of-possibility-ways-to-use-spent-brewing-grains/
Palmer, J. J. (2006). How To Brew . Brewers Publications.
Priest, F. G., & Stewart, G. G. (2006). Handbook of Brewing. Taylor & Francis.
Regulation, C. (1989). Title 40: Protection of Environment. Retrieved April 2011, from eCFR: http://ecfr.gpoaccess.gov/cgi/t/text/text-idx?c=ecfr;sid=d7773ee6b09450c54ab24e0f8726bd32;rgn=div6;view=text;node=40%3A22.0.1.1.3.8;idno=40;cc=ecfr
Russell, I. (2003). Whisky: Technology, Production and Marketing. Academic Press.
(n.d.). Screw Conveyors Power and Throughput Analysis during Horizontal Handling of Paddy Grains.
Steed, A., Steed, A., & Steed, A. (1992). Filters and Filtration. National Rural Water Association.
Swadesh, J. (2001). HPLC: practical and industrial applications. CRC Press.
Tank, A. (n.d.). Bottle Labeler and Keg Quote.
Toffola, D. (n.d.). DE Filter Quote.
UV-Vis Absorption Spectroscopy. (n.d.). Retrieved from Sheffield Hallam University: http://teaching.shu.ac.uk/hwb/chemistry/tutorials/molspec/uvvisab1.htm
Williams, J. L. (2011, April). Natural Gas Futures Close. Retrieved from Natural Gas Futures Prices - NYMEX: http://www.wtrg.com/daily/gasprice.html
Yates, M. (2011, April 5). Tour of Hooker Brewery. (B. Beacham, Interviewer)
120 | P a g e
121 | P a g e
Appendix – A: H.P.L.C. Data
0 500 1000 1500 2000 2500 30000
50000
100000
150000
200000
250000
300000
f(x) = 105.684366666667 x + 19326.9500000001R² = 0.96554072870651
Fructose Calibration
PPM Solution
Are
a of
Pea
k
Figure 34: Fructose calibration curve from Standard Solution Injections
0 500 1000 1500 2000 2500 30000
50000
100000
150000
200000
250000
f(x) = 83.3786 x + 477.499999999985R² = 0.983417577594197
Dextrose Calibration
PPM Solution
Are
a of
Pea
k
Figure 35: Dextrose calibration curve from Standard Solution Injections
122 | P a g e
0 500 1000 1500 2000 2500 30000
50000
100000
150000
200000
250000
300000
350000
f(x) = 121.3668 x + 15671.3R² = 0.990396872174367
Sucrose Calibration
PPM Solution
Are
a of
Pea
k
Figure 36: Sucrose calibration curve from Standard Solution Injections
0 500 1000 1500 2000 2500 30000
50000
100000
150000
200000
250000
300000
f(x) = 108.337 x − 8671.1666666666R² = 0.996715300051667
Maltose Calibration
PPM Solution
Are
a of
Pea
k
Figure 37: Maltose calibration curve from Standard Solution Injections
123 | P a g e
0 500 1000 1500 2000 2500 30000
50000
100000
150000
200000
250000
300000
f(x) = 103.8404 x − 12110.3R² = 0.967700021157684
Maltotriose Calibration
PPM Solution
Are
a of
Pea
k
Figure 38. Maltotriose calibration curve from Standard Solution Injections
800 1000 1200 1400 1600 1800 2000 22000
10000
20000
30000
40000
50000
60000
f(x) = 26.747 x − 5833.16666666666R² = 0.961109796357125
Maltotetraose Calibration
PPM Solution
Area
of P
eak
Figure 39. Maltotetraose calibration curve from Standard Solution Injections
124 | P a g e
Table 28. Sequence Run for All Trials at All Temperatures
Reps
Vial
Injection Volume
(uL)Sample ID Method Filename
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 41211.001
3 50 20 Standard Solution 2000 ppm Bioferment Standard.met 41211.002
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 41211.003
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 041211-2.001
3 51 20 Standard Solution 500 ppm Bioferment Standard.met 041211-2.002
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 041211-2.003
3 52 20 Standard Solution 1000 ppm Bioferment Standard.met 041211-2.004
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 041211-2.005
3 53 20 Standard Solution 2500 ppm Bioferment Standard.met 041211-2.006
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 041211-2.007
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 041311-2.001
3 54 20 Standard 1500 ppm Bioferment Standard.met 041311-2.002
1 40 20 Water BlankBioferment7_35C_50Hz_Fructose.met 41411.001
2 55 20 70C t=0 Bioferment Standard.met 41411.002
1 40 20 Water BlankBioferment7_35C_50Hz_Dextrose.met 41411.003
2 56 20 70C t=5 Bioferment Standard.met 41411.004
1 40 20 Water BlankBioferment7_35C_50Hz_Fructose.met 41411.005
1 40 20 Water BlankBioferment7_35C_50Hz_Fructose.met 41411.006
2 57 20 70C t=10 Bioferment Standard.met 41411.007
1 40 20 Water BlankBioferment7_35C_50Hz_Fructose.met 041511.001c
1 41 20 Standard 2500 ppm Bioferment Standard 2.met 041511.002c1 42 20 70C t=15 Bioferment Standard 2.met 41511.0032 43 20 70C t=20 Bioferment Standard 2.met 41511.0041 44 20 70C t=25 Bioferment Standard 2.met 41511.0052 45 20 70C t=30 Bioferment Standard 2.met 41511.0061 46 20 70C t=35 Bioferment Standard 2.met 41511.0072 47 20 70C t=40 Bioferment Standard 2.met 41511.0081 48 20 70C t=45 Bioferment Standard 2.met 41511.0092 49 20 70C t=50 Bioferment Standard 2.met 41511.010
1 40 20 Water BlankBioferment7_35C_50Hz_Fructose.met 041511.001e
125 | P a g e
2 50 20 70C t=55 Bioferment Standard 2.met 41511.0112 51 20 70C t=60 Bioferment Standard 2.met 41511.012
1 40 20 Water BlankBioferment7_35C_50Hz_Fructose.met 41511.013
1 41 20 Standard 2500 ppm Bioferment Standard 2.met 41511.0141 52 20 63C t=0 Bioferment Standard 2.met 41511.015
1 40 20 WBBioferment7_35C_50Hz_Fructose.met 041511.001f
1 53 20 63C t=5 Bioferment Standard 2.met 41511.0161 54 20 63C t=10 Bioferment Standard 2.met 41511.0171 55 20 63C t=15 Bioferment Standard 2.met 41511.0181 56 20 63C t=20 Bioferment Standard 2.met 41511.0191 57 20 63C t=25 Bioferment Standard 2.met 41511.0201 58 20 63C t=30 Bioferment Standard 2.met 41511.0211 59 20 63C t=35 Bioferment Standard 2.met 41511.0222 60 20 63C t=40 Bioferment Standard 2.met 41511.0231 61 20 63C t=45 Bioferment Standard 2.met 41511.0242 62 20 63C t=50 Bioferment Standard 2.met 41511.0252 63 20 63C t=55 Bioferment Standard 2.met 41511.0262 64 20 63C t=60 Bioferment Standard 2.met 41511.027
1 40 20 Water BlankBioferment7_35C_50Hz_Fructose.met 41511.028
1 33 20 55C t=60 dilution 50x Bioferment Standard 2.met 41511.0291 32 20 55C t=60 Bioferment Standard 2.met 41511.0301 41 20 Standard 2500 ppm Bioferment Standard 2.met 41511.0311 34 20 55C t=55 Bioferment Standard 2.met 41511.0321 35 20 55C t=50 Bioferment Standard 2.met 41511.0331 36 20 55C t=45 Bioferment Standard 2.met 41511.0341 37 20 55C t=40 Bioferment Standard 2.met 41511.0351 38 20 55C t=35 Bioferment Standard 2.met 41511.0361 39 20 55C t=30 Bioferment Standard 2.met 41511.0371 22 20 55C t=25 Bioferment Standard 2.met 41511.0381 23 20 55C t=20 Bioferment Standard 2.met 41511.0391 24 20 55C t=15 Bioferment Standard 2.met 41511.0401 25 20 55C t=10 Bioferment Standard 2.met 41511.0411 26 20 55C t=5 Bioferment Standard 2.met 41511.0421 27 20 55C t=0 Bioferment Standard 2.met 41511.043
Table 29. Summary of all peak areas for each sample of the T=70C mashing temperature.
T=70 C Datat=5 min
Fructose Dextrose Sucrose Maltose Malt-3 Malt-4Area Trial 1 0 298946 20023 4460Area Trial 2 10259 27029 0 339463 57263 18123
126 | P a g e
Average Area 10259 27029 0 319204.5 38643 11291.5Dilution 205180 540580 0 6384090 772860 225830
Corresponding C 1758.64 6478.74 -129.12 58846.40 7326.17 8225.10
t=10 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 6048 22391 6102 206216 7098Area Trial 2 - 15928 0 223124 15002 102565
Average Area 6048 19159.5 3051 214670 15002 54831.5Dilution 604800 1915950 305100 21467000 1500200 5483150
Corresponding C 5540.05 22975.92 2384.68 198064.69 14330.60 204782.47
t=15 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 14881 17747 185073 26293 16690Area Trial 2
Average Area 14881 17747 0 185073 26293 16690Dilution 1488100 1774700 0 18507300 2629300 1669000
Corresponding C 13898.31 21281.67 -129.12 170746.07 25204.06 62181.43
t=20 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 192379 75939Area Trial 2 24780 5527 187296 33468 5658
Average Area 0 24780 5527 189837.5 33468 40798.5Dilution 0 2478000 552700 18983750 3346800 4079850
Corresponding C -182.88 29717.55 4424.73 175143.80 32113.73 152316.78
t=25 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 4189 30884 2260 0 1366 18309Area Trial 2
Average Area 4189 30884 2260 0 1366 18309Dilution 418900 3088400 226000 0 136600 1830900
Corresponding C 3780.97 37039.13 1732.96 -80.04 1198.86 68234.45
t=30 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 30956 10714 272602 25688 44959Area Trial 2 112939 15069 36141
Average Area 0 30956 10714 192770.5 20378.5 40550Dilution 0 3095600 1071400 19277050 2037850 4055000
Corresponding C -182.88 37125.49 8698.43 177851.01 19508.28 151387.70
127 | P a g e
t=35 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 3528 47894 9845 329323 40942 33874Area Trial 2
Average Area 3528 47894 9845 329323 40942 33874Dilution 352800 4789400 984500 32932300 4094200 3387400
Corresponding C 3155.50 57442.16 7982.44 303891.72 39311.34 126427.89
t=40 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 16771 13091 228044 50566 23681Area Trial 2 1510 30919 16070 227110 74240 25182
Average Area 9140.5 22005 16070 227577 62403 24431.5Dilution 914050 2200500 1607000 22757700 6240300 2443150
Corresponding C 8466.34 26389.02 13111.39 209978.11 59978.72 91124.87
t=45 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 29298 35691 18211 278281 70381 26724Area Trial 2
Average Area 29298 35691 18211 278281 70381 26724Dilution 2929800 3569100 1821100 27828100 7038100 2672400
Corresponding C 27540.43338 42804.9958 14875.41402 256778.9256 67661.69106 99695.92104
t=50 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1Area Trial 2 11901 18128 266729 59504 15317
Average Area o 11901 18128 266729 59504 15317Dilution 0 1190100 1812800 26672900 5950400 1531700
Corresponding C -182.88 14269.55 14807.03 246116.20 57186.92 57048.15
t=55 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 13162 19427 12381 302400 27050 19649Area Trial 2 9373 17110 275480 28796 33985
Average Area 11267.5 18268.5 12381 288940 27923 26817Dilution 1126750 1826850 1238100 28894000 2792300 2681700
Corresponding C 10479.02 21907.19 10071.92 266617.40 26773.79 100043.62
t=60 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 27917 60678 36590 255898 48072 11157Area Trial 2 29614 48429 13641 222075 53268
128 | P a g e
Average Area 28765.5 54553.5 25115.5 238986.5 48072 32212.5Dilution 2876550 5455350 2511550 23898650 4807200 3221250
Corresponding C 27036.55 65430.04 20564.22 220509.31 46177.68 120215.98
0 10 20 30 40 50 60 700
10000
20000
30000
40000
50000
60000
70000
Dextrose
Time (Minutes)
ppm
Figure 40. Dextrose concentration profile over 60 minute mashing time for T = 70 C
0 10 20 30 40 50 60 700
5000
10000
15000
20000
25000
Sucrose
Time (Min)
ppm
Figure 41. Sucrose concentration profile over 60 minute mashing time for T = 70 C
129 | P a g e
0 10 20 30 40 50 60 700
50000
100000
150000
200000
250000
300000
Maltose
Time (min)
ppm
Figure 42. Maltose concentration profile over 60 minute mashing time for T = 70 C
0 10 20 30 40 50 60 700
10000
20000
30000
40000
50000
60000
70000
80000
Maltotriose
Time (Min)
ppm
Figure 43. Maltotriose concentration profile over 60 minute mashing time for T = 70 C
130 | P a g e
0 10 20 30 40 50 60 700
20000
40000
60000
80000
100000
120000
140000
160000
Maltotetraose
Time (Min)
ppm
Figure 44. Maltotetraose concentration profile over 60 minute mashing time for T = 70 C
Table 30. Summary of all peak areas for each sample of the T=63C mashing temperature.
T = 63 C DataT=0
Fructose Dextrose Sucrose Maltose Malt-3 Malt-4Area Trial 1 19734 29686 4050 113523 14663 15315
Average Area 19734 29686 4050 113523 14663 15315Dilution 1973400 2968600 405000 11352300 1466300 1531500
Corresponding C 18490.47 35602.16 3207.78 104703.97 14004.14 57040.66
T=5Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 10095 29248 2435 167328 31699 27042Average Area 10095 29248 2435 167328 31699 27042
Dilution 1009500 2924800 243500 16732800 3169900 2704200Corresponding C 9369.54 35076.80 1877.14 154367.07 30410.15 100884.84
T=10Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 9768 49505 21898 198094 61981 12200Average Area 9768 49505 21898 198094 61981 12200
Dilution 976800 4950500 2189800 19809400 6198100 1220000Corresponding C 9060.12 59374.51 17913.23 182764.71 59572.32 45394.50
T=15
131 | P a g e
Fructose Dextrose Sucrose Maltose Malt-3 Malt-4Area Trial 1 49744 73308 5462 262237 55659 12794
Average Area 49744 73308 5462 262237 55659 12794Dilution 4974400 7330800 546200 26223700 5565900 1279400
Corresponding C 46887.52 87925.54 4371.17 241969.99 53484.11 47615.31
T=20Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 12853 69326 4032 271811 22826 10476Average Area 12853 69326 4032 271811 22826 10476
Dilution 1285300 6932600 403200 27181100 2282600 1047600Corresponding C 11979.31 83149.24 3192.96 250806.99 21865.27 38948.92
T=25Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 23136 100534 0 324388 15203 11840Average Area 23136 100534 0 324388 15203 11840
Dilution 2313600 10053400 0 32438800 1520300 1184000Corresponding C 21709.62 120582.37 -129.12 299336.61 14524.17 44048.56
T=30Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 93049 8661 7203 292957 13061 19211Average Area 93049 8661 7203 292957 13061 19211
Dilution 9304900 866100 720300 29295700 1306100 1921100Corresponding C 87865.00 10383.26 5805.63 270325.17 12461.38 71606.79
T=35Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 20267 79458 12934 327955 13954 21280Average Area 20267 79458 12934 327955 13954 21280
Dilution 2026700 7945800 1293400 32795500 1395400 2128000Corresponding C 18994.82 95302.30 10527.55 302629.03 13321.36 79342.24
T=40Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 9690 89149 23838 325264 8216 12774Area Trial 2 16979 95816 20858 315891 21742 14197
Average Area 13334.5 92482.5 22348 320577.5 14979 13485.5Dilution 1333450 9248250 2234800 32057750 1497900 1348550
Corresponding C 12434.93 110924.82 18284.00 295819.45 14308.46 50200.65
T=45Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
132 | P a g e
Area Trial 1 20109 93446 10789 369701 9840 18076Average Area 20109 93446 10789 369701 9840 18076
Dilution 2010900 9344600 1078900 36970100 984000 1807600
Corresponding C18845.3160
5112080.514
68760.22905
2341161.425
19359.49537
867363.3229
9
T=50Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 41318 126285 10955 378938 7189 36872Area Trial 2 20739 111050 5024 399835 63402 28517
Average Area 31028.5 118667.5 7989.5 389386.5 35295.5 32694.5Dilution 3102850 11866750 798950 38938650 3529550 3269450
Corresponding C 29177.92 142333.00 6453.65 359331.54 33873.65 122018.05
T=55Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 21456 137043 0 432678 44918 12598Area Trial 2 17245 105875 4149 405027 37049 12506
Average Area 19350.5 121459 2074.5 418852.5 40983.5 12552Dilution 1935050 12145900 207450 41885250 4098350 1255200
Corresponding C 18127.58 145681.33 1580.12 386529.25 39351.31 46710.54
T=60Fructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 6875 132205 3613 429786 10717 21589Area Trial 2 137107 11011 479584 8899 35253
Average Area 6875 134656 7312 454685 9808 28421Dilution 687500 13465600 731200 45468500 980800 2842100
Corresponding C 6322.61 161510.77 5895.44 419603.37 9328.68 106040.56
133 | P a g e
0 10 20 30 40 50 60 700
20000
40000
60000
80000
100000
120000
140000
160000
180000
Dextrose
Time (Minutes)
ppm
Figure 45. Dextrose concentration profile over 60 minute mashing time for T = 63 C
0 10 20 30 40 50 60 700
50000100000150000200000250000300000350000400000450000
Maltose
Time (Minutes)
ppm
Figure 46. Maltose concentration profile over 60 minute mashing time for T = 63 C
134 | P a g e
0 10 20 30 40 50 60 700
10000
20000
30000
40000
50000
60000
70000
Maltotriose
Time (Minutes)
ppm
Figure 47. Maltotriose concentration profile over 60 minute mashing time for T = 63 C
0 10 20 30 40 50 60 700
20000
40000
60000
80000
100000
120000
Maltotetraose
Time (Minutes)
ppm
Figure 48. Maltotetraose concentration profile over 60 minute mashing time for T = 63 C
Table 31. Summary of all peak areas for each sample of the T=55C mashing temperature.
135 | P a g e
T = 55 C Datat=0 min
Fructose Dextrose Sucrose Maltose Malt-3 Malt-4Area Trial 1 13679 14522 2592 23526 14786 13233
Average Area 13679 14522 2592 23526 14786 132331367900 1452200 259200 2352600 1478600 1323300
Corresponding C 12760.91 17413.37 2006.50 21634.93 14122.59 49256.62
t=5 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 75053 10310 - 63863 7174 14059Average Area 75053 10310 0 63863 7174 14059
7505300 1031000 0 6386300 717400 1405900Corresponding C 70836.23 12361.19 -129.12 58866.80 6792.08 52344.82
t=10 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 - - - - - -Average Area 0 0 0 0 0 0
0 0 0 0 0 0Corresponding C -182.88 -5.37 -129.12 -80.04 -116.62 -218.09
t=15 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 16475 68782 - 89331 23339 13218Average Area 16475 68782 0 89331 23339 13218
1647500 6878200 0 8933100 2333900 1321800Corresponding C 15406.63 82496.73 -129.12 82374.27 22359.30 49200.54
t=20 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 15419 82750 - 47402 12371 11755Average Area 15419 82750 0 47402 12371 11755
1541900 8275000 0 4740200 1237100 1175500Corresponding C 14407.39 99250.96 -129.12 43672.96 11796.90 43730.77
t=25 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 13931 101461 6006 80566 9206 7531Average Area 13931 101461 6006 80566 9206 7531
1393100 10146100 600600 8056600 920600 753100Corresponding C 12999.37 121694.28 4819.39 74284.00 8748.94 27938.34
t=30 min
136 | P a g e
Fructose Dextrose Sucrose Maltose Malt-3 Malt-4Area Trial 1 21374 89785 10545 166547 17912 12730
Average Area 21374 89785 10545 166547 17912 127302137400 8978500 1054500 16654700 1791200 1273000
Corresponding C 20042.33 107689.25 8559.19 153646.20 17132.99 47376.03
t=35 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 21738 122751 8950 174451 11344 21488Average Area 21738 122751 8950 174451 11344 21488
2173800 12275100 895000 17445100 1134400 2148800Corresponding C 20386.76 147231.05 7245.03 160941.75 10807.88 80119.89
t=40 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 28726 127381 4699 168743 33709 12452Average Area 28726 127381 4699 168743 33709 12452
2872600 12738100 469900 16874300 3370900 1245200Corresponding C 26999.18 152784.60 3742.51 155673.15 32345.82 46336.67
t=45 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 11389 114 3781 13149 17134 41419Average Area 11389 114 3781 13149 17134 41419
1138900 11400 378100 1314900 1713400 4141900Corresponding C 10593.99 131.37 2986.15 12056.75 16383.76 154636.66
t=50 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 3290 74134 15263 177709 10637 10920Average Area 3290 74134 15263 177709 10637 10920
329000 7413400 1526300 17770900 1063700 1092000Corresponding C 2930.29 88916.31 12446.48 163948.95 10127.02 40608.92
t=55 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 5648 33005 2371 192499 10320 13368Average Area 5648 33005 2371 192499 10320 13368
564800 3300500 237100 19249900 1032000 1336800Corresponding C 5161.55 39583.21 1824.41 177600.41 9821.74 49761.35
t=60 minFructose Dextrose Sucrose Maltose Malt-3 Malt-4
Area Trial 1 34474 110419 3307 313866 12650 12458
137 | P a g e
Average Area 34474 110419 3307 313866 12650 124583447400 11041900 330700 31386600 1265000 1245800
Corresponding C 32438.24 132439.16 2595.61 289624.60 12065.58 46359.10
0 10 20 30 40 50 60 700
5000
10000
15000
20000
25000
30000
35000
Fructose
Time (Minutes)
ppm
Figure 49. Fructose concentration profile over 60 minute mashing time for T = 55 C
0 10 20 30 40 50 60 700
20000400006000080000
100000120000140000160000180000
Dextrose
Time (Minutes)
ppm
Figure 50. Dextrose concentration profile over 60 minute mashing time for T = 55 C
138 | P a g e
0 10 20 30 40 50 60 700
1000
2000
30004000
50006000
70008000
9000
Sucrose
Time (Minutes)
ppm
Figure 51. Sucrose concentration profile over 60 minute mashing time for T = 55 C
0 10 20 30 40 50 60 700
50000
100000
150000
200000
250000
300000
350000
Maltose
Time (Minutes)
ppm
Figure 52. Maltose concentration profile over 60 minute mashing time for T = 55 C
139 | P a g e
0 10 20 30 40 50 60 700
5000
10000
15000
20000
25000
Maltotriose
Time (Minutes)
ppm
Figure 53. Maltotriose concentration profile over 60 minute mashing time for T = 55 C
0 10 20 30 40 50 60 700
10000
20000
30000
40000
50000
60000
Maltotetraose
Time (Minutes)
ppm
Figure 54. Maltotetraose concentration profile over 60 minute mashing time for T = 55 C
140 | P a g e
Appendix – B: Mathematica Code for Kinetic Model
Sugar Profile Model for Mash Temp = 70 CDefine Time, Initial Concentration Boundaries and Final Desired ConcentrationsClear[t];Clear[B]
Time =3600;
A = 1800; (*Starch Unit Length *)H = A/B; (* Fitting parameter to determine size of higher order sugar *)M4 = H/4;M3 = H/3;M2 = H/2;M1 = H/1;
r8= k8*Capp[t];r4= k4* Chos[t];r3= k3* Chos[t];r2= k2* Chos[t];r1= k1* Chos[t];
rapp= Capp'[t] -r8;rhos= Chos'[t] H*r8 -3r4 -4r3 -6r2-12r1;rm4= Cm4'[t] M4*r4;rm3= Cm3'[t] M3*r3;rm2= Cm2'[t] M2*r2;rm1= Cm1'[t] == M1*r1;
ini0 = Capp[0] == 1.435;ini1 = Chos[0] 0;ini2 = Cm4[0] 0;ini3 = Cm3[0] 0;ini4 = Cm2[0] 0;ini5= Cm1[0] == 0;Defining Emperical Reaction Rates and Final Concentrationsk8 = .001;k4= .0005; k3= .0007;k2= .0006;k1= .0005;
cm4fin = 0.167;cm3fin = 0.085;
141 | P a g e
cm2fin = 0.669;cm1fin = 0.513;hosfin = 1.435 - (cm4fin+cm3fin+cm2fin+cm2fin);
Solving for each Concentration symbolically (Functions of: Time and Rate Constants)Clear[t]
Solution=DSolve[{rapp,rhos,rm4 ,rm3 ,rm2 ,rm1, ini0, ini1, ini2, ini3, ini4, ini5},{Capp, Chos,Cm4 ,Cm3 ,Cm2, Cm1},t];
funcCapp=Solution[[1,1,2]]//FullSimplify;funcChos = Solution[[1,2,2]] //FullSimplify;funcCm4 = Solution[[1,3,2]] //FullSimplify;funcCm3 = Solution[[1,4,2]] //FullSimplify;funcCm2 = Solution[[1,5,2]] //FullSimplify;funcCm1 = Solution[[1,6,2]] //FullSimplify;
Defining Sum of Squares Function (Used to minimize final concentrations)SS[B_] =((funcChos[t]-hosfin)2+(funcCm4[t]-cm4fin)2+(funcCm3[t]-cm3fin)2+(funcCm2[t]-cm2fin)2+ (funcCm1[t]-cm1fin)2);
Defining constraints of rate constantscons0 = (B>0);cons1 = (B 0);
(* The Master Constraint *)consALL = cons0 && cons1;
Minimizing function, extraction and storage of calculated rate constants, and sum of squares value(* Calculating the best starch parameter *)Clear[Bcalc]t = 3600;
{B1calc} = {B}/.Last[ NMinimize[{SS[B],consALL},{B}]]
"Sum of Squares After"SS [Bcalc]{787.116}Sum of Squares After(-0.669+18627.9/Bcalc^2)2+(-0.085+24837.3/Bcalc^2)2+(-0.513+37255.9/Bcalc^2)2+(-0.167+155233./Bcalc^2)2+(0.155 +132.799/Bcalc)2
Plugging values into numerical differential equation solver and plottingClear[t];Time =3600;
142 | P a g e
A = 1800; (*Starch Unit Length *)HOS = A/B1calc;M4 = HOS/4;M3 = HOS/3;M2 = HOS/2;M1 = HOS/1;
r8= k8*Capp[t];r4= k4* Chos[t];r3= k3* Chos[t];r2= k2* Chos[t];r1= k1* Chos[t];
rapp= Capp'[t] -r8;rhos= Chos'[t] HOS*r8 -3r4 -4r3 -6r2-12r1;rm4= Cm4'[t] M4*r4;rm3= Cm3'[t] M3*r3;rm2= Cm2'[t] M2*r2;rm1= Cm1'[t] == M1*r1;
ini0 = Capp[0] == 1.435;ini1 = Chos[0] 0;ini2 = Cm4[0] 0;ini3 = Cm3[0] 0;ini4 = Cm2[0] 0;ini5= Cm1[0] == 0;
(* Solving System of Differential Equations *)SolveIt = NDSolve[ {rapp,rhos,rm4,rm3,rm2,rm1, ini0, ini1, ini2, ini3, ini4,ini5}, {Capp, Chos, Cm4, Cm3, Cm2, Cm1}, {t,0,Time}];
"Final Compositions"TextForm[" Amylopectin " ]NumberForm[Capp[Time]/.SolveIt , {5,4}] TextForm[" Higher Order Sugars "] NumberForm[Chos[Time]/.SolveIt , {5,4}] TextForm[" M. Tetraose "] NumberForm[Cm4[Time]/.SolveIt , {5,4}] TextForm[" M. Triose " ]NumberForm[Cm3[Time]/.SolveIt , {5,4}] TextForm[" Maltose " ]NumberForm[Cm2[Time]/.SolveIt , {5,4}] TextForm[" Glucose " ]NumberForm[Cm1[Time]/.SolveIt , {5,4}]
(* The Plotting *)CappPlot =
143 | P a g e
Plot[Evaluate[Capp[t]/.SolveIt], {t,0,Time}, PlotStyle{Black}];
ChosPlot = Plot[Evaluate[Chos[t]/.SolveIt], {t,0,Time}, PlotStyle{Orange}];
Cm4Plot = Plot[Evaluate[Cm4[t]/.SolveIt], {t,0,Time}, PlotStyle{Red}];
Cm3Plot = Plot[Evaluate[Cm3[t]/.SolveIt], {t,0,Time}, PlotStyle{Cyan}];
Cm2Plot = Plot[Evaluate[Cm2[t]/.SolveIt], {t,0,Time}, PlotStyle{Green}];
Cm1Plot = Plot[Evaluate[Ca[t]/.SolveIt], {t,0,Time}, PlotStyle{Blue}];
AllPlot1 =Show[CappPlot,ChosPlot,Cm4Plot,Cm3Plot,Cm2Plot, Frame True,FrameLabel {{"Concentration(mol/L)", ""},{ "Time (Seconds)","Wort Carbohydrate Profile @ 70 Celsius"}}, PlotRange All ]
Final Compositions{0.0392} Amylopectin {0.0070} Higher Order Sugars {0.0655} M. Tetraose {0.1223} M. Triose {0.1572} Maltose {0.2620} Glucose
Sugar Profile Model for Mash Temp = 63 CDefine Time, Initial Concentration Boundaries and Final Desired ConcentrationsClear[t];Clear[B]
Time =3600;
A = 1800; (*Starch Unit Length *)H = A/B; (* Fitting parameter to determine size of higher order sugar *)
144 | P a g e
M4 = H/4;M3 = H/3;M2 = H/2;M1 = H/1;
r8= k8*Capp[t];r4= k4* Chos[t];r3= k3* Chos[t];r2= k2* Chos[t];r1= k1* Chos[t];
rapp= Capp'[t] -r8;rhos= Chos'[t] H*r8 -3r4 -4r3 -6r2-12r1;rm4= Cm4'[t] M4*r4;rm3= Cm3'[t] M3*r3;rm2= Cm2'[t] M2*r2;rm1= Cm1'[t] == M1*r1;
ini0 = Capp[0] == 2.3324;ini1 = Chos[0] 0;ini2 = Cm4[0] 0;ini3 = Cm3[0] 0;ini4 = Cm2[0] 0;ini5= Cm1[0] == 0;Defining Emperical Reaction Rates and Final Concentrationsk8 = .001;k4= .0001; k3= .00003;k2= .00009;k1= .00002;
cm4fin = 0.147;cm3fin = 0.073;cm2fin = 1.181;cm1fin = 0.932;hosfin = 2.3324 - (cm4fin+cm3fin+cm2fin+cm2fin);
Solving for each Concentration symbolically (Functions of: Time and Rate Constants)Clear[t]
Solution=DSolve[{rapp,rhos,rm4 ,rm3 ,rm2 ,rm1, ini0, ini1, ini2, ini3, ini4, ini5},{Capp, Chos,Cm4 ,Cm3 ,Cm2, Cm1},t];
funcCapp=Solution[[1,1,2]]//FullSimplify;funcChos = Solution[[1,2,2]] //FullSimplify;funcCm4 = Solution[[1,3,2]] //FullSimplify;
145 | P a g e
funcCm3 = Solution[[1,4,2]] //FullSimplify;funcCm2 = Solution[[1,5,2]] //FullSimplify;funcCm1 = Solution[[1,6,2]] //FullSimplify;
Defining Sum of Squares Function (Used to minimize final concentrations)SS[B_] =((funcChos[t]-hosfin)2+(funcCm4[t]-cm4fin)2+(funcCm3[t]-cm3fin)2+(funcCm2[t]-cm2fin)2+ (funcCm1[t]-cm1fin)2);
Defining constraints of rate constantscons0 = (B>0);cons1 = (B 0);
(* The Master Constraint *)consALL = cons0 && cons1;
Minimizing function, extraction and storage of calculated rate constants, and sum of squares value(* Calculating the best starch parameter *)Clear[Bcalc]t = 3600;
{B2calc} = {B}/.Last[ NMinimize[{SS[B],consALL},{B}]]
"Sum of Squares After"SS [B2calc]{503.189}Sum of Squares After0.57612
Plugging values into numerical differential equation solver and plottingClear[t];Time =3600;
A = 1800; (*Starch Unit Length *)HOS = A/B2calc;M4 = HOS/4;M3 = HOS/3;M2 = HOS/2;M1 = HOS/1;
r8= k8*Capp[t];r4= k4* Chos[t];r3= k3* Chos[t];r2= k2* Chos[t];r1= k1* Chos[t];
146 | P a g e
rapp= Capp'[t] -r8;rhos= Chos'[t] HOS*r8 -3r4 -4r3 -6r2-12r1;rm4= Cm4'[t] M4*r4;rm3= Cm3'[t] M3*r3;rm2= Cm2'[t] M2*r2;rm1= Cm1'[t] == M1*r1;
ini0 = Capp[0] == 1.435;ini1 = Chos[0] 0;ini2 = Cm4[0] 0;ini3 = Cm3[0] 0;ini4 = Cm2[0] 0;ini5= Cm1[0] == 0;
(* Solving System of Differential Equations *)SolveIt = NDSolve[ {rapp,rhos,rm4,rm3,rm2,rm1, ini0, ini1, ini2, ini3, ini4,ini5}, {Capp, Chos, Cm4, Cm3, Cm2, Cm1}, {t,0,Time}];
"Final Compositions"TextForm[" Amylopectin " ]NumberForm[Capp[Time]/.SolveIt , {5,4}] TextForm[" Higher Order Sugars "] NumberForm[Chos[Time]/.SolveIt , {5,4}] TextForm[" M. Tetraose "] NumberForm[Cm4[Time]/.SolveIt , {5,4}] TextForm[" M. Triose " ]NumberForm[Cm3[Time]/.SolveIt , {5,4}] TextForm[" Maltose " ]NumberForm[Cm2[Time]/.SolveIt , {5,4}] TextForm[" Glucose " ]NumberForm[Cm1[Time]/.SolveIt , {5,4}]
(* The Plotting *)CappPlot = Plot[Evaluate[Capp[t]/.SolveIt], {t,0,Time}, PlotStyle{Black}];
ChosPlot = Plot[Evaluate[Chos[t]/.SolveIt], {t,0,Time}, PlotStyle{Orange}];
Cm4Plot = Plot[Evaluate[Cm4[t]/.SolveIt], {t,0,Time}, PlotStyle{Red}];
Cm3Plot = Plot[Evaluate[Cm3[t]/.SolveIt], {t,0,Time}, PlotStyle{Cyan}];
147 | P a g e
Cm2Plot = Plot[Evaluate[Cm2[t]/.SolveIt], {t,0,Time}, PlotStyle{Green}];
Cm1Plot = Plot[Evaluate[Ca[t]/.SolveIt], {t,0,Time}, PlotStyle{Blue}];
AllPlot2 =Show[CappPlot,ChosPlot,Cm4Plot,Cm3Plot,Cm2Plot, Frame True,FrameLabel {{"Concentration(mol/L)", ""},{ "Time (Seconds)","Wort Carbohydrate Profile @ 63 Celsius"}}, PlotRange All ]
Final Compositions{0.0392} Amylopectin {0.3599} Higher Order Sugars {0.3453} M. Tetraose {0.1381} M. Triose {0.6215} Maltose {0.2762} Glucose
Sugar Profile Model for Mash Temp = 55 CDefine Time, Initial Concentration Boundaries and Final Desired ConcentrationsClear[t];Clear[B]
Time =3600;
A = 1800; (*Starch Unit Length *)H = A/B; (* Fitting parameter to determine size of higher order sugar *)M4 = H/4;M3 = H/3;M2 = H/2;M1 = H/1;
r8= k8*Capp[t];r4= k4* Chos[t];r3= k3* Chos[t];r2= k2* Chos[t];r1= k1* Chos[t];
rapp= Capp'[t] -r8;rhos= Chos'[t] H*r8 -3r4 -4r3 -6r2-12r1;rm4= Cm4'[t] M4*r4;
148 | P a g e
rm3= Cm3'[t] M3*r3;rm2= Cm2'[t] M2*r2;rm1= Cm1'[t] == M1*r1;
ini0 = Capp[0] == 1.8087;ini1 = Chos[0] 0;ini2 = Cm4[0] 0;ini3 = Cm3[0] 0;ini4 = Cm2[0] 0;ini5= Cm1[0] == 0;Defining Emperical Reaction Rates and Final Concentrationsk8 = .0003;k4= .0005; k3= .00006;k2= .00003;k1= .00003;
cm4fin = 0.167;cm3fin = 0.085;cm2fin = 0.669;cm1fin = 0.513;hosfin = 1.8087 - (cm4fin+cm3fin+cm2fin+cm2fin);
Solving for each Concentration symbolically (Functions of: Time and Rate Constants)Clear[t]
Solution=DSolve[{rapp,rhos,rm4 ,rm3 ,rm2 ,rm1, ini0, ini1, ini2, ini3, ini4, ini5},{Capp, Chos,Cm4 ,Cm3 ,Cm2, Cm1},t];
funcCapp=Solution[[1,1,2]]//FullSimplify;funcChos = Solution[[1,2,2]] //FullSimplify;funcCm4 = Solution[[1,3,2]] //FullSimplify;funcCm3 = Solution[[1,4,2]] //FullSimplify;funcCm2 = Solution[[1,5,2]] //FullSimplify;funcCm1 = Solution[[1,6,2]] //FullSimplify;
Defining Sum of Squares Function (Used to minimize final concentrations)SS[B_] =((funcChos[t]-hosfin)2+(funcCm4[t]-cm4fin)2+(funcCm3[t]-cm3fin)2+(funcCm2[t]-cm2fin)2+ (funcCm1[t]-cm1fin)2);
Defining constraints of rate constantscons0 = (B>0);cons1 = (B 0);
(* The Master Constraint *)consALL = cons0 && cons1;
149 | P a g e
Minimizing function, extraction and storage of calculated rate constants, and sum of squares value(* Calculating the best starch parameter *)Clear[Bcalc]t = 3600;
{B3calc} = {B}/.Last[ NMinimize[{SS[B],consALL},{B}]]
"Sum of Squares After"SS [B3calc]{570.172}Sum of Squares After0.127087
Plugging values into numerical differential equation solver and plottingClear[t];Time =3600;
A = 1800; (*Starch Unit Length *)HOS = A/B3calc;M4 = HOS/4;M3 = HOS/3;M2 = HOS/2;M1 = HOS/1;
r8= k8*Capp[t];r4= k4* Chos[t];r3= k3* Chos[t];r2= k2* Chos[t];r1= k1* Chos[t];
rapp= Capp'[t] -r8;rhos= Chos'[t] HOS*r8 -3r4 -4r3 -6r2-12r1;rm4= Cm4'[t] M4*r4;rm3= Cm3'[t] M3*r3;rm2= Cm2'[t] M2*r2;rm1= Cm1'[t] == M1*r1;
ini0 = Capp[0] == 1.435;ini1 = Chos[0] 0;ini2 = Cm4[0] 0;ini3 = Cm3[0] 0;ini4 = Cm2[0] 0;ini5= Cm1[0] == 0;
150 | P a g e
(* Solving System of Differential Equations *)SolveIt = NDSolve[ {rapp,rhos,rm4,rm3,rm2,rm1, ini0, ini1, ini2, ini3, ini4,ini5}, {Capp, Chos, Cm4, Cm3, Cm2, Cm1}, {t,0,Time}];
"Final Compositions"TextForm[" Amylopectin " ]NumberForm[Capp[Time]/.SolveIt , {5,4}] TextForm[" Higher Order Sugars "] NumberForm[Chos[Time]/.SolveIt , {5,4}] TextForm[" M. Tetraose "] NumberForm[Cm4[Time]/.SolveIt , {5,4}] TextForm[" M. Triose " ]NumberForm[Cm3[Time]/.SolveIt , {5,4}] TextForm[" Maltose " ]NumberForm[Cm2[Time]/.SolveIt , {5,4}] TextForm[" Glucose " ]NumberForm[Cm1[Time]/.SolveIt , {5,4}]
(* The Plotting *)CappPlot = Plot[Evaluate[Capp[t]/.SolveIt], {t,0,Time}, PlotStyle{Black}];
ChosPlot = Plot[Evaluate[Chos[t]/.SolveIt], {t,0,Time}, PlotStyle{Orange}];
Cm4Plot = Plot[Evaluate[Cm4[t]/.SolveIt], {t,0,Time}, PlotStyle{Red}];
Cm3Plot = Plot[Evaluate[Cm3[t]/.SolveIt], {t,0,Time}, PlotStyle{Cyan}];
Cm2Plot = Plot[Evaluate[Cm2[t]/.SolveIt], {t,0,Time}, PlotStyle{Green}];
Cm1Plot = Plot[Evaluate[Ca[t]/.SolveIt], {t,0,Time}, PlotStyle{Blue}];
AllPlot3 =Show[CappPlot,ChosPlot,Cm4Plot,Cm3Plot,Cm2Plot, Frame True,FrameLabel {{"Concentration(mol/L)", ""},{ "Time (Seconds)","Wort Carbohydrate Profile @ 55 Celsius"}}, PlotRange All ]
151 | P a g e
Final Compositions{0.4873} Amylopectin {0.2329} Higher Order Sugars {0.4775} M. Tetraose {0.0764} M. Triose {0.0573} Maltose {0.1146} Glucose
152 | P a g e
Appendix – C: Malt Analysis Charts
153 | P a g e
FGDB ppg CGDB DP Color Price/55 lb bag $/poundBriess Organic 2-Row 50 80.5% 36.57 79.50% 150 1.8 $0.86 $0.016
Briess 2-Row 50 80.5% 36.57 79.50% 150 1.8 $0.54 $0.010Canada Malting 2-Row 36.80 80.00% 1.5-2.1 $0.46 $0.008
Great Western Premium 2-Row 36.80 80.00% 1.8-2.2 $0.53 $0.010Thomas Fawcett CaraMalt 35.42 77.00% 20-27 $0.73 $0.013
Briess Caramel 60L 73.0% 33.58 60 $0.74 $0.013Briess Organic Caramel 60L 73.0% 33.58 60 $0.97 $0.018
Franco-Belges Caramel Pilsen 39.10 85.00% 8-12 $0.68 $0.012Briess Organic Carapils 73.0% 33.58 1.5 $0.94 $0.017
Briess Carapils 73.0% 33.58 2.5 $0.73 $0.013
Appendix – D: H.A.Z.O.P. Charts
Table 32: HAZOP - Process Component: Silo and Mechanical Screw Auger
Study Node Process Parameters
Deviations Possible Causes Possible
Consequence Action Required
Silo Tower Level none1. delay in shipping of grains
unable to run batch process, loss of sales
continuous shipping schedule contract with distributor
more 2. delay in brewing schedule
silo overflow, contamination of grain
auxiliary storage
less3. grain lost during transfer from truck
grain contamination closed conveyer
Composition As well as
4. contaminants in truck/environment
grain contaminationroutine cleaning/maintenance
as well as 5. fine dust build up possible explosion
keep silo safe distance from building, proper ventilation
Auger Conveyer level less
6. auger conveyer to mill malfunction
unable to run batch process, loss of sales
routine cleaning/maintenance
Flow reverse7. auger conveyer to mill malfunction
unable to run batch process, loss of sales
routine cleaning/maintenance, FIA
Concentration
As Well As
8. Metal Impurities
Damage conveyer, induce spark for explosion
Install magnet to remove metal contaminants
154 | P a g e
Table 33: HAZOP - Process Component: Grain Mill
Study Node Process Parameters Deviations Possible Causes Possible
Consequence Action Required
Mill level More9. overfilling the mill with grain from silo
overflow, contamination of grains
coordinate flow rate of auger conveyer to milling capacity
Less10. Auger conveyer rate too slow
wear to the mill, waste of energy
coordinate flow rate of auger conveyer to milling capacity
11. Rupture of vessel wall loss of product Routine
cleaning/maintenance
Residue More
12. Fine dust from grain accumulating from milling process
Explosion, accumulation on surfaces, becomes sticky when in contact with water
Cover the mill to collect the dust and install vacuum system to remove accumulation
Concentration
As Well As 13. Impurity contamination of
grains/product
silo and conveyer closed from environment, inspection of grains before entering mash tun
155 | P a g e
Table 34: HAZOP - Process Component: Mash Tun
Study Node Process Parameters
Deviations Possible Causes Possible
Consequence Action Required
Mash Tun
Level Less 1. Rupture of Vessel Wall Loss of Product Install LIA
2. Outlet Valve to boiling kettle Fails to Close
Compromised quality of product Install FICA
2. Outlet Valve to recirculation Fails to Close
Compromised quality of product Install FICA
3. Leak From Vessel Door Loss of Product
Install New Gasket, Routinely Inspect water tight seal before each use
3. Pump from mash tun remains on
Loss of ProductInstall a FICA and emergency pump shutoff
3. Recirculation valve fails to open
Lower extraction grom grain Install FICA
More4. Valve for city water does not close
Dilute Batch, loss of product Install a FICA
As Well As
4. Recirculation valve fails to close
Product constantly recirculated, inaccurate extraction from grain
Install FICA
Pressure Less 6. Rupture of Vessel Wall Loss of Product
Install Pressure Release Valve and PIA
7. Leak on Pressure/ Temperature Gauge
Loss of ProductInspect seals before use, add temporary seal
More 8. Overfilling of Tank
Tank Explosion/Rupture
Install LAH and shutoff valve
156 | P a g e
9. Boiling induced
Tank Explosion/Rupture, loss of product due to exceeding temperature
Install TIA
Temperature Less 10. Not enough steam in heater
loss of product due to inactive enzymes
loss of product due to inactive enzymes
11. Leak in insulation
Wear of material, corrosion
Inaccurate temperature, loss of product
11. City water flow rate through heater too high
Mash Temperature too low, loss of product
Install FICA and TIA
11. Steam service failure, generator malfunction
Mash Temperature too low, loss of product
Install FICA and TIA
More 11. Inlet hot water too hot
loss of product due to inactive enzymes
loss of product due to inactive enzymes
11. City water flow rate through heater too slow
Mash temperature too high, loss of product
Install FICA and TIA
11. Steam Temperature in heater is too high
loss of product due to inactive enzymes
loss of product due to inactive enzymes
Insulation
Temperature Less
12. leak in insulation material in between tank
Tank Temperature is too low
Install a FICA and TIA
13. Mash temperature too low
Tank Temperature is too low
Install a FICA and TIA
157 | P a g e
More17. Mash Temperature too high
Tank Temperature is too hot
Install a FICA and TIA
Table 35: HAZOP - Process Component: Boiling Kettle
Study Node Process Parameters Deviations Possible Causes Possible
Consequence Action Required
Boiling Kettle Level Less 44. Rupture of
Vessel Wall Loss of Product Install LIA
45. Outlet Valve Fails to Close Loss of Product Install FICA
46. Leak From Vessel Door Loss of Product
Install New Gasket, Routinely Inspect water tight seal before each use
More47. Valve for city water does not close
Dilute Batch, loss of product Install a FICA
48. Steam Jacket Ruptures into Vessel
Product Contamination
Install Emergency Shut off
Pressure Less 49. Rupture of Vessel Wall Loss of Product
Install Pressure Release Valve and PIA
50. Leak on Pressure/ Temperature Gauge
Loss of ProductInspect seals before use, add temporary seal
More 51. Overfilling of Tank Loss of product Install LAH and
shutoff valve52. Temperature too high
Loss of product due to boil over Install TIA
Temperature Less 53. Not enough
steamTank temperature too low
Install FICA and TIA
158 | P a g e
More54. Steam Temperature is too high
Tank temperature is too high, boil over
Install TIA and LAH
Steam JacketFlow Less
55. Inlet valve Fails - Remains Closed
Tank Temperature is too low
Install a FICA and TIA
56. Steam Service Failure
Tank Temperature is too low
Install a FICA and TIA
57. Operator Error
Tank Temperature is too low
Install a FICA and TIA
58. Pump Failure Tank Temperature is too low
Install a FICA and TIA
No59. Inlet valve Fails - Remains Closed
Tank Temperature is too low
Install a FICA and TIA
60. Steam Service Failure
Tank Temperature is too low
Install a FICA and TIA
61. Operator Error
Tank Temperature is too low
Install a FICA and TIA
62. Pump Failure Tank Temperature is too low
Install a FICA and TIA
More63. Inlet valve Fails - Remains Open
Tank Temperature is too hot
Install a FICA and TIA
64. Controller Fails and leaves inlet valve open
Tank Temperature is too hot
Install a FICA and TIA
65. Operator Error
Tank Temperature is too hot
Install a FICA and TIA
66. Pump speed too high
Tank Temperature is too hot
Install a FICA and TIA
Temperature Less 67. Inlet steam
supply is too low Tank Temperature is too cold
Install a FICA and TIA
68. inlet valve remains closed
Tank Temperature is too cold
Install a FICA and TIA
159 | P a g e
69. Pump speed too low
Tank Temperature is too cold
Install a FICA and TIA
More70. Inlet steam supply is too high
Tank Temperature is too hot
Install a FICA and TIA
71. inlet valve Fails - Remains open
Tank Temperature is too hot
Install a FICA and TIA
72. Pump Failure Tank Temperature is too hot
Install a FICA and TIA
160 | P a g e
Table 36: HAZOP - Process Component: Heat Exchanger
Study Node Process Parameters
Deviations Possible Causes Possible
Consequence Action Required
Heat Exchanger Flow Less
73. Valve from city water fails to open
Product too hot entering fermentation tank
Install FIA
74. Valve from boiling kettle fails to open
Process delay/waste if cooling water Install FIA
75. Pump from boiling kettle fails
Process delay/waste of cooling water Install FIA
76. Pump from cooling unit fails
Product too hot entering fermentation tank
Install FIA
77. Plate rupture, crack
inadequate heat transfer, product not at temperature for fermentation
Routine cleaning/ maintenance
More78. Valve from City water fails to close
Product too cool entering fermentation tank
Install FIA
79. Valve from boiling kettle fails to close
Flow rate to high, product too hot entering fermentation tank
Install FIA
80. Pump from boiling kettle flow too fast
Flow rate to high, product too hot entering fermentation tank
Install FIA
81. Pump from cooling unit flow too fast
Product too cool entering fermentation tank
Install FIA
No82. Valve from city water fails to open
Product too hot entering fermentation tank
Install FIA
161 | P a g e
83. Valve from boiling kettle fails to open
Process delay/waste if cooling water Install FIA
84. Pump from boiling kettle fails
Process delay/waste of cooling water Install FIA
85. Pump from cooling unit fails
Product too hot entering fermentation tank
Install FIA
Table 37: HAZOP - Process Component: Primary Fermenter
Study Node Process Parameters Deviations Possible Causes Possible Consequence Action Required
Fermentation Vessel
Level Less Rupture of Vessel Wall Loss of Product Install LIA
Outlet Valve Fails to Close Loss of Product Install FICA
Leak From Vessel Door Loss of Product
Install New Gasket, Routinely Inspect water tight seal before each use
More Inlet valve Does not close Product Contamination Install a FICA
Cooling Jacket Ruptures into Vessel
Product Contamination Install Emergency Shut off
Pressure Less Rupture of Vessel Wall Loss of Product
Install Pressure Release Valve and PIA
Leak on Pressure/ Temperature Gauge
Loss of ProductInspect seals before use, add temporary seal
not opening a vent while pumping out liquid
Tank implosion, damage to vessel
Install PIA and emergency pump shut off
More Overfilling of Tank
Tank Explosion/Rupture
Install LAH and shutoff valve
162 | P a g e
CO2 Outlet blocked
Tank Explosion/Rupture
Pressure Release Bypass Valve, Install PIA
Temperature LessCooling Water Temperature is too cold
Reactor Failure due to Yeast Death
Install TIA on Cooling Water In/Out
MoreCooling Water Temperature is too high
Reactor Failure due to Yeast Death
Install TIA on Cooling Water In/Out
Cooling Jacket
Flow LessInlet water valve Fails - Remains Closed
Tank Temperature is too High
Install a FICA and TIA
Cooling water Service Failure
Tank Temperature is too High
Install a FICA and TIA
Operator Error Tank Temperature is too High
Install a FICA and TIA
Pump Failure Tank Temperature is too High
Install a FICA and TIA
No Same as Less
MoreInlet water valve Fails - Remains Open
Tank Temperature is too Cold
Install a FICA and TIA
Controller Fails and leaves Inlet water valve open
Tank Temperature is too Cold
Install a FICA and TIA
Operator Error Tank Temperature is too Cold
Install a FICA and TIA
Pump speed too high
Tank Temperature is too Cold
Install a FICA and TIA
Temperature LessInlet Cooling water supply is too low
Tank Temperature is too Hot
Install a FICA and TIA
Inlet water valve Flow too high
Tank Temperature is too Hot
Install a FICA and TIA
Pump speed too high
Tank Temperature is too Hot
Install a FICA and TIA
163 | P a g e
MoreInlet Cooling water supply is too high
Tank Temperature is too Cold
Install a FICA and TIA
Inlet water valve Fails - Remains Closed
Tank Temperature is too Cold
Install a FICA and TIA
Pump Failure Tank Temperature is too Cold
Install a FICA and TIA
Table 38: HAZOP - Process Component: Filter
Study Node Process Parameters Deviations Possible Causes Possible
Consequence Action Required
Filter Flow LessValve from fermentation tank fails to close
loss of product Install FIA
Pump failure Flow rate too low, delay in process Install FICA
Filter clogsdamage to unit, delay in process, loss of product
Routine cleaning /maintenance
Filter unit damaged
damage to unit, delay in process, loss of product
Routine cleaning /maintenance
More Pump failure Flow rate too high, clogging in unit Install FICA
Valve from fermentation tank fails to open
yeast sent to filter unit, clogs filter
Install FIA, routine cleaning/maintenance
NoValve from fermentation tank fails to close
loss of product Install FIA
Pump failure Flow rate too low, delay in process Install FICA
164 | P a g e
Filter clogs
damage to unit, delay in process, loss of product, damage to pump
Routine cleaning /maintenance
Rupture in Piping loss of product Install FICA
Pressure More Filter clogsdamage to filter unit, product not adequately filtered
Routine cleaning/maintenance
Pump failure
Flow rate too high, damage to filter unit, product not adequately filtered
Install PIA
Filter damaged, cracked plates
damage to unit, delay in process, loss of product
Routine cleaning/maintenance
LessValve from fermentation tank fails to close
loss of product Install PIA
Pump failure Flow rate too low, delay in process Install PIA
Crack in filter wall loss of product Routine cleaning/maintenance
NoValve from fermentation tank fails to close
loss of product Install PIA
Pump failure No flow, delay in process Install FICA
Rupture of filter wall loss of product Routine
cleaning/maintenance
Rupture in Piping loss of product Install FICA
165 | P a g e
Table 39: HAZOP - Process Component: Brightening Tank
Study Node Process Parameters
Deviations Possible Causes Possible
ConsequenceAction
Required
Brightening Tank
Level Less Rupture of Vessel Wall Loss of Product Install LIA
Outlet Valve Fails to Close Loss of Product Install FICA
Leak From Vessel Door Loss of Product
Install New Gasket, Routinely Inspect water tight seal before each use
More Inlet valve Does not close
Product Contamination Install a FICA
Cooling Jacket Ruptures into Vessel
Product Contamination
Install Emergency Shut off
Pressure Less Rupture of Vessel Wall Loss of Product
Install Pressure Release Valve and PIA
Leak on Pressure/Temperature Gauge
Loss of ProductInspect seals before use, add temporary seal
not opening a vent while pumping out liquid
Tank implosion, damage to vessel Install PIA
carbon dioxide not flowing into tank
beer not carbonated
install a PIA and FIA
More Overfilling of Tank Tank Explosion/Rupture
Install LAH and shutoff valve
Over carbonation Tank Explosion/Rupture
Install a pressure release valve
CO2 Outlet blocked Tank Explosion/Rupture
Pressure Release Bypass Valve, Install PIA
166 | P a g e
Temperature LessCooling Water Temperature is too cold
Reactor Failure due to Yeast Death
Install TIA on Cooling Water In/Out
MoreCooling Water Temperature is too high
Reactor Failure due to Yeast Death
Install TIA on Cooling Water In/Out
Cooling Jacket
Flow LessInlet water valve Fails - Remains Closed
Tank Temperature is too High
Install a FICA and TIA
Cooling water Service Failure
Tank Temperature is too High
Install a FICA and TIA
Operator Error Tank Temperature is too High
Install a FICA and TIA
Pump Failure Tank Temperature is too High
Install a FICA and TIA
No Same as Less
More Inlet water valve Fails - Remains Open
Tank Temperature is too Cold
Install a FICA and TIA
Controller Fails and leaves Inlet water valve open
Tank Temperature is too Cold
Install a FICA and TIA
Operator Error Tank Temperature is too Cold
Install a FICA and TIA
Pump speed too high Tank Temperature is too Cold
Install a FICA and TIA
Temperature Less Inlet Cooling water supply is too low
Tank Temperature is too Hot
Install a FICA and TIA
Inlet water valve Flow too high
Tank Temperature is too Hot
Install a FICA and TIA
P-1 speed too high Tank Temperature is too
Install a FICA and TIA
167 | P a g e
Hot
More Inlet Cooling water supply is too high
Tank Temperature is too Cold
Install a FICA and TIA
Inlet water valve Fails - Remains Closed
Tank Temperature is too Cold
Install a FICA and TIA
Pump Failure Tank Temperature is too Cold
Install a FICA and TIA
CO2 Tank Pressure More reverse flow back into container
Container explosion
Install a check valve
Less Leak in lineproduct not carbonated, waste of material
Install PIA
Vessel cracked, leaking
waste of material, product not carbonated
Install PIA
Level Less Leak in lineproduct not carbonated, waste of material
Install PIA
Vessel cracked, leaking
waste of material, product not carbonated
Install PIA
More Line blocked product not carbonated Install FIA
No Vessel leakedwaste of material, product not carbonated
Install PIA and Check valve
Flow Less Line blocked product not carbonated Install FIA
Valve not fully openprocess delay, product under-carbonated
Install FIA and PIA
168 | P a g e
More leak in line product under/not carbonated Install PIA
Reverse liquid leaking into pipeline
pressure in tank, loss of product
Install check valve
No Line blocked product not carbonated
Install FIA and PIA
Table 40: HAZOP - Process Component: Keg Filler
Study Node Process Parameters Deviations Possible Causes Possible
Consequence Action Required
Keg Filler Flow Less Valve to filler fails to open
Delay in process, pressure build in pipes
Install FIA
Valve to Bottler full open
Delay in process, loss of product to bottles
Install FIA
Valve to In House Vessels full open
Delay in process, loss of product to In House storage
Install FIA
Valve from Brightening Tank fails to open
Delay in process, possible pump damage
Install FIA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
Keg Filler malfunction
unable to fill kegs, loss of sales
Routine maintenance, Install FICA
MorePump from brightening tank fails
Flow rate to high, over flow, pressure build
Install FICA
Valves to Bottler and In house full closed
Flow rate to high, over flow, pressure build
Install FIA
169 | P a g e
No Valve to filler fails to open
Delay in process, pressure build in pipes
Install FIA
Valve from Brightening Tank fails to open
Delay in process, possible pump damage
Install FIA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
Keg Filler malfunction
unable to fill kegs, loss of sales
Routine maintenance, Install FICA
Rupture in piping Loss of product Install FIA
Level Less Valve to Keg filler fails to open
Delay in process, pressure build in pipes
Install FIA
Keg filler malfunction
Inaccurate product levels, loss of sales Install FICA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
MoreValves to Bottler and In house full closed
Flow rate to high, over flow, pressure build
Install FIA
Keg filler malfunction
Overflow, loss of Product Install FICA
No Valve to filler fails to open
Delay in process, pressure build in pipes
Install FIA
Keg Filler malfunction
unable to fill kegs, loss of sales
Routine maintenance, Install FICA
Rupture in piping Loss of product Install FIA
Pressure More Overfilling kegs Rupture in keg, loss of product and sales Install LAH
170 | P a g e
Valve to filler fails to open
Delay in process, pressure build in pipes
Install FIA
Less Under filling kegs Inaccurate product levels, loss of sales Install LAL
No Keg Filler malfunction
unable to fill kegs, loss of sales
Routine maintenance, Install FICA
Rupture in piping Loss of product Install FIA
Table 41: HAZOP - Process Component: Bottler/Labeler
Study Node Process Parameters
Deviations Possible Causes Possible
ConsequenceAction
Required
Bottler Flow Less Valve to bottler fails to open
Delay in process, pressure build in pipes
Install FIA
Valve to keg filler full open
Delay in process, loss of product to bottles
Install FIA
Valve to In House Vessels full open
Delay in process, loss of product to In House storage
Install FIA
Valve from Brightening Tank fails to open
Delay in process, possible pump damage
Install FIA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
Bottler malfunction unable to fill kegs, loss of sales
Routine maintenance, Install FICA
MorePump from brightening tank fails
Flow rate to high, over flow, pressure build
Install FICA
Valves to keg filler and In house full closed
Flow rate to high, over flow, pressure build
Install FIA
171 | P a g e
No Valve to bottler fails to open
Delay in process, pressure build in pipes
Install FIA
Valve from Brightening Tank fails to open
Delay in process, possible pump damage
Install FIA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
Bottler malfunction unable to fill kegs, loss of sales
Routine maintenance, Install FICA
Rupture in piping Loss of product Install FIA
Level Less Valve to Bottler fails to open
Delay in process, pressure build in pipes
Install FIA
Bottler malfunction Inaccurate product levels, loss of sales Install FICA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
MoreValves to keg filler and In house full closed
Flow rate to high, over flow, pressure build
Install FIA
Bottler malfunction Overflow, loss of Product Install FICA
No Valve to bottler fails to open
Delay in process, pressure build in pipes
Install FIA
Bottler malfunction unable to fill kegs, loss of sales
Routine maintenance, Install FICA
Rupture in piping Loss of product Install FIA
Pressure More Overfilling bottlesRupture in bottles, loss of product and sales
Install LAH
172 | P a g e
Valve to bottler fails to open
Delay in process, pressure build in pipes
Install PIA
Less Under filling bottles
Inaccurate product levels, loss of sales Install LAL
No Bottler malfunction
unable to fill kegs, loss of sales
Routine maintenance, Install FICA
Rupture in piping Loss of product Install FIA
Composition
As Well As
Contaminant in Bottles
Contamination of product
Adequate rinsing and sanitizing
Table 42: HAZOP - Process Component: In House Kegs
Study Node Process Parameters Deviations Possible Causes Possible
Consequence Action Required
In House Kegs Flow Less Valve to vessel
fails to open
Delay in process, pressure build in pipes
Install FIA
Valve to keg filler full open
Delay in process, loss of product to storage
Install FIA
Valve to bottler full open
Delay in process, loss of product to storage
Install FIA
Valve from Brightening Tank fails to open
Delay in process, possible pump damage
Install FIA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
Leak in vessel wall Loss of product
Routine maintenance, Install LAL
MorePump from brightening tank fails
Flow rate to high, over flow, pressure build
Install FICA
173 | P a g e
Valves to keg filler and Bottler full closed
Flow rate to high, over flow, pressure build
Install FIA
No Valve to vessel fails to open
Delay in process, pressure build in pipes
Install FIA
Valve from Brightening Tank fails to open
Delay in process, possible pump damage
Install FIA
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
Rupture in Vessel wall Loss of product
Routine maintenance, Install LAL
Rupture in piping Loss of product Install FIA
Level Less Valve to vessel fails to open
Delay in process, pressure build in pipes
Install FIA
Leak in Vessel wall Loss of product
Routine maintenance, Install LAL
Pump from brightening tank fails
Flow rate too low, delay in process Install FICA
MoreValves to keg filler and bottler closed
Flow rate to high, over flow, pressure build
Install FIA, LAH
No Valve to vessel fails to open
Delay in process, pressure build in pipes
Install FIA
Rupture in vessel wall Loss of product
Routine maintenance, Install LAL
Rupture in piping Loss of product Install FIA
174 | P a g e
Pressure More Overfilling Vessel
Rupture in vessel wall, loss of product and sales
Install LAH
Valve to vessel fails to open
Delay in process, pressure build in pipes
Install PIA
Less Under filling vessel
Inaccurate product levels, loss of sales Install LAL
No Leak in vessel wall Loss of product Routine
maintenance
Rupture in piping Loss of product Install FIA
Table 43: HAZOP - Process Component: Steam Generator
Study NodeProcess Parameters
Deviations Possible Causes Possible Consequence Action Required
Steam Generator
Temperature Less not enough natural
gas
Not enough steam produced, loss of product
Install TIA
Later not enough natural gas
Not enough steam produced, loss of product
Install TIA
Pressure Less not enough water flow
Not enough steam produced, loss of product
Install PIA and water flow water flow meter
not enough natural gas
Not enough steam produced, loss of product
Install PIA
Condensation in pipes
wet steam, inefficient heating, possible loss of product
Install PIA
Leak in pipe loss of steam, inefficient heating Install PIA
threshold sensor in pipe malfunction
Not enough steam produced, loss of product
routine maintenance/ testing on PIA
175 | P a g e
Burner malfunction
Not enough steam produced, loss of product
routine maintenance, Install PIA
More too much water flow
Too much steam produced, pipes burst
Install PIA
Furnace too hotsteam being produced too fast, pipes burst
Install PIA
Blockage in pipe pipe bursts Install PIA
threshold sensor in pipe malfunction pipe bursts
routine maintenance/ testing on PIA
No Leak in water pipe No steam produced Install FIA
No water flow No steam produced Install FIA
Level Less not enough water flow
Not enough steam produced, loss of product
Install PIA and water flow water flow meter
Leak in water pipe loss of steam, inefficient heating Install FIA
More Water flow rate too high
wet steam produced, inefficient heating
Install FIA
blockage in steam pipe Pipe bursts Install PIA
No No water flowNo steam produced, unable to brew
Install FIA
leak in water pipeNo steam produced, unable to brew
Install FIA
Leak in steam pipe unable to brew Install PIA
Table 44: HAZOP - Process Component: Instant Water Heater
176 | P a g e
Study Node Process Parameters Deviations Possible Causes Possible
ConsequenceAction Required
Instant Water Heater
Temperature Less Steam flow rate too low
Wrong mash temperature, loss of product
Install TIA
Water flow rate too high
Wrong mash temperature, loss of product
Install TIA
Wet SteamWrong mash temperature, loss of product
Install TIA
Leak in steam lineless steam flow, possible loss of product
Install TIA and FIA
Heater malfunctionWrong mash temperature, loss of product
Routine maintenance
More Steam flow rate too high
mash temp too high, loss of product
Install TIA
Water low rate too low
mash temp too high, loss of product
Install TIA and FIA
Heater malfunctionmash temp too high, loss of product
Routine maintenance
Pressure Less No steam flow loss of product Install PIA
No water Flowunable to regulate temp, loss of product
Install PIA
Condensation in pipes
inefficient heating, possible loss of product
Install PIA
Leak in pipe loss of steam, inefficient heating Install PIA
More Water flow to highinefficient heating, possible loss of product
Install PIA and FIA
Steam flow too high
inefficient heating, possible loss of product
Install PIA
177 | P a g e
Blockage in pipe pipe ruptures Install PIA
Flow Less Blockage in pipeunable to regulate temp, loss of product
Install PIA
Leak in water pipeunable to regulate temp, loss of product
Install FIA
Valve not fully open
unable to regulate temp, loss of product
Install FIA
Blockage in steam pipe
unable to regulate temp, loss of product
Install FIA
More steam pressure too high
temperature too high, possible loss of product
Install FIA and PIA
Leak in steam pipe unable to brew Install PIA
No Water valve closed unable to brew Install FIA
leak in water pipeunable to regulate temp, loss of product
Install FIA
Table 45: HAZOP - Process Component: Cooling Unit
Study Node Process Parameters Deviations Possible Causes Possible
ConsequenceAction
Required
Cooling Unit Temperature Less unit malfunction
wrong fermentation temperature, loss of product
Install TIA
More unit malfunction
wrong fermentation temperature, loss of product
Install TIA
Flow too fastwrong fermentation temperature, loss
Install FIA
178 | P a g e
of product
Flow Less Leak in vessel wall
wrong fermentation temperature, loss of product, Pump runs dry
Install FIA
pump failure
wrong fermentation temperature, loss of product
Install FIA
Unit malfunction
wrong fermentation temperature, loss of product
Install FIA
Valve from city water not open
wrong fermentation temperature, loss of product, Pump runs dry
Install FIA
More Pump speed too high
wrong fermentation temperature, loss of product
Install FIA
No Pump malfunction
wrong fermentation temperature, loss of product
Install FIA
valve from city water not open
wrong fermentation temperature, loss of product, Pump runs dry
Install FIA
179 | P a g e
Appendix – E: Environmental Concerns: Dust Regulations and Containment
In any process in which dust is being generated there exists the potential for an explosion
which may result in the death of personnel and the destruction of property. An increasing
incidence rate of explosions has prompted the Occupational Safety and Health Administration
(OSHA) to enact industry standards to minimize this risk.
In a brewery barley is transported from a grain silo to a mill which breaks open barley in
order to make the starch inside of it accessible in the mashing tank. Significant amounts of dust
are generated during this process and so it must abide to the regulations set forth by OSHA in
order to provide a safe working environment.
The following regulations pertain to minimizing the risk of grain explosions:
1910.272(e)(1)(i)
General safety precautions associated with the facility, including recognition and preventive
measures for the hazards related to dust accumulations and common ignition sources such as
smoking; and,
1910.272(e)(1)(ii)
Specific procedures and safety practices applicable to their job tasks including but not limited
to, cleaning procedures for grinding equipment, clearing procedures for choked legs,
housekeeping procedures, hot work procedures, preventive maintenance procedures and lock-
out/tag-out procedures.
1910.272(i)(1)
180 | P a g e
The employer shall inform contractors performing work at the grain handling facility of
known potential fire and explosion hazards related to the contractor's work and work area. The
employer shall also inform contractors of the applicable safety rules of the facility.
1910.272(j)(1)
The employer shall develop and implement a written housekeeping program that establishes
the frequency and method(s) determined best to reduce accumulations of fugitive grain dust on
ledges, floors, equipment, and other exposed surfaces.
1910.272(j)(2)(i)
Priority housekeeping areas shall include at least the following:
1910.272(j)(2)(i)(B)
Floors of enclosed areas containing grinding equipment;
1910.272(j)(2)(ii)
The employer shall immediately remove any fugitive grain dust accumulations whenever they
exceed 1/8 inch (.32 cm) at priority housekeeping areas, pursuant to the housekeeping program,
or shall demonstrate and assure, through the development and implementation of the
housekeeping program, that equivalent protection is provided.
1910.272(j)(3)
The use of compressed air to blow dust from ledges, walls, and other areas shall only be
permitted when all machinery that presents an ignition source in the area is shut-down, and all
other known potential ignition sources in the area are removed or controlled.
1910.272(j)(4)
181 | P a g e
Grain and product spills shall not be considered fugitive grain dust accumulations. However,
the housekeeping program shall address the procedures for removing such spills from the work
area.
1910.272(l)
Filter collectors.
1910.272(l)(1)
All fabric dust filter collectors which are a part of a pneumatic dust collection system shall be
equipped with a monitoring device that will indicate a pressure drop across the surface of the
filter.
1910.272(l)(2)
Filter collectors installed after March 30, 1988 shall be:
1910.272(l)(2)(i)
Located outside the facility; or
1910.272(l)(2)(ii)
Located in an area inside the facility protected by an explosion suppression system; or
1910.272(l)(2)(iii)
Located in an area inside the facility that is separated from other areas of the facility by
construction having at least a one hour fire-resistance rating, and which is adjacent to an exterior
wall and vented to the outside. The vent and ductwork shall be designed to resist rupture due to
deflagration.
1910.272(m)
Preventive maintenance.
182 | P a g e
1910.272(m)(1)
The employer shall implement preventive maintenance procedures consisting of:
1910.272(m)(1)(i)
Regularly scheduled inspections of at least the mechanical and safety control equipment
associated with dryers, grain stream processing equipment, dust collection equipment including
filter collectors, and bucket elevators;
183 | P a g e
Appendix – F: Profitability Excel Charts
Capital Investment
184 | P a g e
(See Table 6-9)
Default Subtotal ResultNotes & comments
Fraction of delivered equipment
0.9840.10 0.10 0.10 0.000 0.000
0.9840.45 0.39 0.47 0.03 0.0300.18 0.26 0.36 0.02 0.0200.16 0.31 0.68 0.00 0.0000.10 0.10 0.11 0.00 0.000
0.25 0.29 0.18 0.06 0.059
0.15 0.12 0.10 0.01 0.0100.40 0.55 0.70 0.00 0.0001.69 2.02 2.60 0.12 1.102
0.33 0.32 0.33 0.10 0.0980.39 0.34 0.41 0.08 0.0790.04 0.04 0.04 0.01 0.0100.17 0.19 0.22 0.02 0.0200.35 0.37 0.44 0.08 0.0791.28 1.26 1.44 0.29 0.285
1.388
Working capital (WC) 0.70 0.75 0.89 0.75 0.738
2.126
plants. These values may differ depending on many factors such as location, process type, etc.
Purchased equipment, E'
Total indirect costs
Purchased equipment installation Subtotal: delivered equipment
Yard improvements Service facilities (installed)
Total direct costs
Engineering and supervisionConstruction expenses
Legal expenses
Total capital investment (TCI)
Direct Costs
Indirect Costs
Piping (installed) Electrical systems (installed)
Instrumentation&Controls(installed
ESTIMATION OF CAPITAL INVESTMENT BY PERCENTAGE OF DELIVERED EQUIPMENT METHOD
Contingency
User: copy from values
at left or insert
Calculated values, million $
Solid- processing plant
Contractor's fee
The fractions in the cells below are approximations applicable to typical chemical processing
Required, from a linked sheet or entered manuallyRequired user input
Delivery, fraction of E'
Buildings (including services)
Fixed capital investment (FCI)
Fluid processing plant
Solid-fluid processing plant
Project Identifier: Illustration 101
Materials and Labor
185 | P a g e
ANNUAL OPERATING LABOR COSTSProcess Identifier: Illustration 101 Process Identifier: Illustration 101
Required user input Notes & comments Required user input Notes & commentsDefault, may be changed Default, may be changedRESULT RESULT
Main 1.60 30.000 48.00 General 3 1 14.42 0.126Byproduct 0.25 12.000 3.00 Head Brew 1 1 48.08 0.140
0.00 Owner 1 1 26.44 0.0770.00 Invetory 1 1 16.83 0.0490.00 0.3930.002.619336
*See Tables 6-13 and Fig. 6-9.**Default = 3 for continuous process.Enter appropriate value for batch operation.#To obtain current, local value, enter (latest local
1 0.45 20.000 9.00 12 0.25 12.000 3.003 0.05 13.000 0.65
0.000.000.00
0.26347
Annual raw materials
cost, million $/y
Annual Amount, million kg/y
Operator rate, $/h #
Annual value of product, million $/y
Total annual cost of raw materials = Sent to sheet 'Annual TPC'
Shifts per day**
ENR skilled labor index)/6067 =
Sent to 'Evaluation' and 'Year-0 $'
Total annual value of products =
Raw MaterialsName of Material
Price, $/kg
Annual Amount, million kg/y
ANNUAL RAW MATERIAL COSTS AND PRODUCTS VALUES
Products, Coproducts and Byproducts Number of
operators per shift*
Operating LaborName of Material
Price, $/kg
Annual operating
labor cost,
Utility Cost
186 | P a g e
TOTAL UTILITY COST = million $/y
Process air 0.45 $/100m3 # 100 m3#/y Instrument air 0.90 $/100m3 # 100 m3#/y
Purchased, U.S. average 0.045 $/kWh 1800000 kWh/y 0.0267820 Self-generated 0.05 $/kWh kWh/y
Coal 1.66 $/GJ GJ/y Fuel oil 3.30 $/GJ GJ/y Natural gas 3.00 $/GJ 360000 GJ/y 0.0017395 Manufactured gas 12.00 $/GJ GJ/y 0.0062734
15 oC 4.00 $/GJ GJ/y 5 °C 5.00 $/GJ GJ/y
-20 oC 8.00 $/GJ GJ/y
-50 oC 14.00 $/GJ GJ/y
3550 kPa 8.00 $/1000 kg 1000 kg/y 790 kPa 6.00 $/1000 kg 40000 1000 kg/y Exhaust (150 kPa) 2.00 $/1000 kg 1000 kg/y
Disposal 0.53 $/m3 m3/y Treatment 0.53 $/m3 400000 m3/y
Hazardous 145.00 $/1000 kg 1000 kg/y Non-hazardous 36.00 $/1000 kg 1000 kg/y 0.001908
Cooling 0.08 $/ m3 2500000 m3/y
General 0.53 $/m3 400000 m3/y 0.00264983 Distilled 0.90 $/m3 m3/y
Electricity
Fuel
UtilityAnnual utility cost, million
$/y
Default cost units D
efau
lt un
it co
st Annual utility requirement, in
appropriate units
Sent to sheet 'Annual TPC'0.039
Default units of utility
requirementAir, compressed
Refrigeration, to temperature
Process
Steam, saturated
Waste water
Waste disposal
Water
187 | P a g e
Depreciation
Evaluation
188 | P a g e
Construction inflation rate, fraction/y = 0.02Expenditures, entries must be negative Product price inflation rate, fraction/y = 0
TPC inflation rate, fraction/y = 0.02Annual-compounding discount rate, fraction/y = minimum acceptable rate of return, mar = 0.21
Continuous-compounding discount rate, fraction/y = minimum acceptable rate of return, rma= 0.19Income tax rate = 0.35
Comments and notes begin in column S RESULT
-3 -2 -1 0 1 2 3 4 5 6 7 8 9 100.00 0.00 0.00 0.00 0.00
2. Fixed Capital Investment, 106$ -0.21 -0.50 -0.72 -1.433. Working Capital, 106$ (see notes) -0.76 0.76 0.004. Salvage Value, 106$ 0.00 0.005. Total Capital Investment, 106$ -0.21 -0.50 -1.48 -2.186. Annual Investment, 106$ 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.007. Start-up cost, 106$ -0.148. Operating rate, fraction of capacity 0.50 0.90 1.00 1.00 1.00 1.00 1.00 1.00 1.00 1.009. Annual sales, 106$ 1.31 2.36 2.62 2.62 2.62 2.62 2.62 2.62 2.62 2.62 24.62
-0.81 -1.15 -1.26 -1.28 -1.31 -1.34 -1.36 -1.39 -1.42 -1.45 -12.77
11. Annual depreciation factor, 1/y 0.20 0.320 0.192 0.115 0.115 0.05812. Annual depreciation, 106$/y 0.29 0.46 0.27 0.16 0.16 0.08 1.4313. Annual Gross Profit, 106$ 0.07 0.75 1.09 1.17 1.14 1.20 1.26 1.23 1.20 1.17 10.2814. Annual Net Profit, 106$ 0.05 0.49 0.71 0.76 0.74 0.78 0.82 0.80 0.78 0.76 6.6815. Annual operating cash flow,106$ 0.33 0.94 0.98 0.92 0.91 0.86 0.82 0.80 0.78 0.76 8.1116. Total annual cash flow, 106$ 0.00 -0.21 -0.50 -1.48 0.33 0.94 0.98 0.92 0.91 0.86 0.82 0.80 0.78 0.76 5.9317. Cumulative cash position, 106$ 0.00 -0.21 -0.70 -2.18 -1.85 -0.91 0.07 1.00 1.91 2.77 3.58 4.38 5.16 5.93Profitability measures, time value of money NOT included:18. Return on investment, ave. %/y 30.619. Payback period, y 1.8
0.21 at mar = 21.0 %/y
ECONOMIC EVALUATION CURRENT, i.e. INFLATED, DOLLARS
Required, may be calculated here, in linked worksheet, or entered manually
Project identifier: Illustration 101
10. Annual Total Product Cost, depreciation not included,106$
Year ending at time
20. Net return, 106$
Default values, can be changedRequired, user must supply
1. Land, 106$ (see notes)
Row Sum
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21
3-year 0.333 0.444 0.148 0.074f 0.200 0.320 0.192 0.115 0.115 0.0587-year 0.143 0.245 0.175 0.125 0.089 0.089 0.089 0.04510-year 0.100 0.180 0.144 0.115 0.092 0.074 0.066 0.066 0.066 0.066 0.03315-year 0.050 0.095 0.086 0.077 0.069 0.062 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.059 0.03020-year 0.038 0.072 0.067 0.062 0.057 0.053 0.049 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.045 0.022
YEARRecovery period
Entry = MACRS depreciation as fraction/y of FCI
Annual TPC
189 | P a g e
Default, may be changed Subtotal Notes & commentsUser input RESULT
30 106 kg per year Fixed Capital Investment, FCI 1.426 million $
0.2630.393
0.15 of operating labor 0.393 0.059 0.0390 of FCI 1.426 0.0000 of maintenance & repair0.000 0.0000 of operating labor 0.393 0.0030 of c o 1.141 0.0000 -- 0.003
0.7610.02 of FCI 1.426 0.0290.08 of FCI 1.426 0.1140.01 of FCI 1.426 0.014
0 of FCI 1.426 0.000 Calculated separately
0.157Plant overhead, general 0.5 of labor, supervision and maintenance0.452 0.226
0.2261.144
0 of labor, supervision and maintenance0.452 0.0000 of c o 1.141 0.000
0 of c o 1.141 0.0000.000
Research & Development
Plant Overhead =
AdministrationDistribution & selling
Manufacturing cost =
General Expense =
TOTAL PRODUCT COST WITHOUT DEPRECIATION = c o = 1.141
Fixed Charges =
InsuranceRent
Variable cost =
ANNUAL TOTAL PRODUCT COST AT 100% CAPACITY See Figure 6-7 and 6-8
Depreciation
Project identifier: Illustration 101
Utilities
Operating suppliesCleanersRoyalties (if not on lump-sum basis)
Taxes (property)Financing (interest)
Required, may be calculated here, in linked worksheet, or entered manually.
Raw materials Operating labor
Cost, million $/y
Capacity
Default factor, user
may change
ItemBasis cost,
million $/y
Bottels/Labels
Basis
Maintenance and repairs
Operating supervision