bias test anllares r4
DESCRIPTION
A test for bias was conducted in Aug 2008 at the Anllares power station in northern Spain by Coalsmith on a new coal sampling system made by Thermo Fisher.TRANSCRIPT
Bias Testing the Coal Sample System
at Central Térmica de Anllares
Stephen Smith, M.S.
Consulting Chemical Engineer
Coalsmith Consultants, USA
Enrique Sabaté, Sales and Project Manager
Bulk Weighing & Monitoring Equipment
Process Instruments, Spain
National Weighing and Sampling Association
St. Louis, MO Feb 24, 2009
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 2
Central Térmica de Anllares
� C.T. Anllares is owned by
� UNION FENOSA generation (66.6%)
� ENDESA Generation (33.3%)
� Provides 365 MW of electric power
� Burns anthracite coal from Laciana and
Cerredo-Degaña mines delivered by truck.
� Began operations in 1982
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 3
Bias Test - Anllares
Unión Fenosa Generación and Endesa Generaciónare interested in control of quality of national coals
� Anllares burns truck coal from local mines
� Coal is weighed and sampled at delivery point
� Sample lots are 10 to 12 trucks
� Truck Auger sampler was replaced by new sweep arm sampler and bias tested
� Found no bias of commercial significance
� Sampler is now the Foundation of the coal quality control program at Anllares
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 4
C.T. ANLLARES
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 5
Central Térmica de Anllares
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 6
C.T.Anllares
The BIAS TEST was
conducted on the conveyor
belt line from the truck
hoppers to the power plant
C.T.Anllares Plant Coal Data
Fuel Storage capacity 1,200,000 tons
Reclaim capacity available 300,000 tons
Milling capacity per mill 37,809 kg/hr
Total capacity 189,046 kg/hr
Fine coal grinding 85% minus 200 US mesh
Quality 35% Ash, 7.5% Moisture
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 7
FW Boiler for 6% volatile coal
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 8
Truck coal scales and auger sample
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 9
SWAX Primary Sampler and Series 20 Scale
•Nominal Rate: 500-700 MTPH
•Belt width 1200 mm (48”)
•Belt speed 3 m/s (590 FPM)
•Material top size 50 mm (2 inches)
with 75% <25 mm (1 inch)
•Primary cutter 300 mm (11.8 “)
•Average sample 17 kg (37.5 lbs)
•Ramsey S.20 scale monitors flowrate
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 10
SCSU (Installation Phase)
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 11
Sample and reject conveyors completed
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 12
Self Contained Sampling Unit (SCSU)
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 13
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009
Secondary Sampler
Swax-7000S
Sample Feeder
Automatic
Sample
Filling
Machine
Tertiary
Splitter
CSA-3500X
Colloid Crusher
Sample Feeder
Reject Conveyor
Control Panel
SCSU Equipment
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 14
Bias Test: Scope of Work
� TASK 1 – TEST PREPARATION
� TASK 2 – GATHER OPERATING DATA
� TASK 3 – CALCULATE STATISTICS
� TASK 4 – PREPARE REPORT
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 15
TASK I: Test Preparation
1. Review contractual design data
2. Check system for conformance
3. Start, run, and evaluate system
4. Erect scaffold, modify riffle
5. Prepare table of random stop times
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 16
Design Data
Primary Sampling Stage……………Sweep arm cutter
Drive…………………………Electric
Cutter opening………………11 .8 inches (300 mm)
Main Belt Velocity……………2.5 m/s
Operating interval……………45 seconds
Primary Feeder………………………Chute and conveyor
Time to feed primary cut to crusher……530 sec.
CrusherManufacturer…………………Lightning Crusher
Type……………………………Hammer mill
Secondary Sampling Stage Drive System…….Pneumatic
Type…………………………Sweep arm cutter
Cutter opening ………………3 inches (75 mm)
Operating interval……………8 seconds
Tertiary Sampling Stage Drive System……Electric
Type…………………………Rotating, fixed radial cutter
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 17
Primary Sampling Stage
Cutter opening 11 .8 inches (300 mm)
Main Belt Velocity……………2.5 m/s
Operating interval……………45 seconds
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 18
Secondary Sampling Stage
Pneumatic Drive Sweep arm cutter
Cutter opening 3 inches (75 mm)
Operating interval 8 seconds
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 19
Tertiary Sampling Stage
Electric Drive System
Rotating chute, fixed radial cutter
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 20
Options Selected for Test Design
� Perform Student’s t Test for Bias� Ash and moisture
� 2% precision
� 30-minute test batch time interval
� Lot size 400 tons (10 to 12 trucks)
� Two stopped-belt reference increments
� Collect, combine, and reduce to no less than 4 kg
� Retain system sample for 30 minutes, weight 4 kg
� Sample ratio (SR) plotted continuously on control chart� SR = weight of sample / weight of lot
� Out of control conditions? Stop the test to correct problems
� 40 test pairs were planned
� 36 pairs were collected over 6 test days.
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 21
Checking System for conformance
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 22
Erect Scaffold for Stop Belt Cuts
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 23
Modify Crusher and Riffle
•Removed crusher baffle plate
•Fabricated feed chute
•Mounted riffle on table for stability
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 24
Riffle Modifications
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 25
Final Riffle Configuration
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 26
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 27
Collect Reference SB Samples
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 28
Table of random belt stop times
1830.213240
…………
2380.50797
1610.06076
29140.93715
1720.13644
26110.74463
2160.42722
2380.49151
STOPBELT 2 TIMESTOPBELT1 TIMERANDOM NUMBER
2NUMBER OF STOPBELT
SAMPLES
30 MINUTESBATCH INTERVAL
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 29
Phase 2: Gather Operating Data
1. Train test personnel to safely collect
and prepare the stopped belt sample
2. Coordinate test with yard supervisor
3. Initiate test with random stop schedule
4. Record SB and SS sample weights
5. Label paired samples for shipment
6. Monitor the sample ratio
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 30
Crush both SB Reference Samples
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 31
Riffle SB Reference Sample
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 32
SB Sample - preserve moisture
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 33
System Sample Packaging
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 34
Coordinate Test with Supervisors
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 35
Control chart of sample ratio
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 36
Continue Testing 8 sets per day
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 37
Phase 3: Calculate Statistics
1. Receive coal Ash/Moisture data
2. Check for outliers
3. Test for independence
4. Calculate Student T statistic
5. Evaluate null hypothesis (zero bias)
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 38
Lab Results
1. Subtract SB from SYS to
get difference
2. Calculate Standard
Deviation of differences
3. Plot the differences and
count runs
4. Calculate Student t statistic
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 39
Ash Differences Plot
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 40
Bias Test Ash Results
Evaluate Runs
-2.000
-1.500
-1.000
-0.500
0.000
0.500
1.000
1.500
2.000
2.500
3.000
0 10 20 30 40
Sample No.
Syste
m-R
efe
ren
ce V
alu
e
System-Reference Median Difference
Etc.
Total = 16 runs
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 41
Bias Test Ash Results
The number of runs falls between the
upper and lower bias limits. The
observations within each series
appear to be independent.
TRUE
Is Independent (True if OK, False if
not independent)
24Upper Independence Limit
14Lower Independence Limit
16Number of Runs
18Number of Minuses
18Number of Plusses
0.38Median of Difference
0.34Average Difference
AshParameter
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 42
Student t Results
Bias not detected in the
sampling system.
Test Result
-2.000Lower LTB Limit
2.000Upper LTB Limit
0.020Lower Confidence Limit
0.654Upper Confidence Limit
2.156Actual Student-t
2.030Critical Student-t
36Number of Measurements
0.937Standard Deviation
0.337Mean Difference
ValuesTitle
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 43
Evaluate Null Hypothesis
The confidence interval for this
coal characteristic includes 0;
thus, the statistical analysis
for this characteristic indicates
the system is unbiased.Bias Test Result
TRUENot Biased
0.605Upper Bias Limit
-0.020Lower Bias Limit
0.295Point Estimate of Bias
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 44
Wolfware Bias Test Software
1. Easily runs calculations, tables, graphs
2. Conforms to current standards
� ISO 13909 and ASTM D6518
3. Output MS Excel for use in report prep
4. Runs ALL THREE ASTM calculations
from same data files
� Wilcoxon, Student’s t, and Hotelling’s T2
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 45
Phase 4: Prepare Report
1. Prepare Test Narrative
2. Insert Photographs and Graphs
3. Submit certified report with conclusive
bias test statement to Thermo
4. Certify report and submit to client
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 46
Ash and Moisture Conclusions
The observed mean of the difference in ash (0.337) is not significantly
different from zero. It may be concluded that, under the conditions which
prevailed during the test, the system can be accepted as unbiased.
0.020 < 0.337 < 0.654Ash LCL < Average difference< UCL
-0.011 < 0.216 < 0.443Moisture LCL < Average difference< UCL
The confidence interval for moisture includes the value zero. Since the
difference is not significant according to the Student-t statistic, the
hypothesis of no commercially significant bias in Moisture is accepted.
The observed mean of the difference in ash (0.337) is not significantly
different from zero. It may be concluded that, under the conditions which
prevailed during the test, the system can be accepted as unbiased.
-0.011 < 0.216 < 0.443Moisture LCL < Average difference< UCL
The confidence interval for moisture includes the value zero. Since the
difference is not significant according to the Student-t statistic, the
hypothesis of no commercially significant bias in Moisture is accepted.
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 47
TEST NOTES
� Series 20 belt scale is working with a tested accuracy of 1% compared with truck scales
� Sample Ratio was noted to be trending out of control in batch number 18 of August 21.� Problem was a miss alignment of rollers due probably to a very high loading rate from feeder that causes accumulation of material on scale
� When area was cleaned of coal trend stopped
� Crusher belt drives began to slip and were tightened. Wire cable was removed from crusher
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 48
Conclusion
A credible coal quality control system will withstand scrutiny and enhance business communications
� Insure compliance with ASTM and ISO standards� Perform Initial bias test and establish control ratio plots
� Produce defendable results for all lots
� Speak with data, not opinions, to defend integrity of sample results.
� Maintain and document the QC program� Conduct inspections and lab audits
� Perform maintenance and modifications
� Deliver training and managerial consulting
� Write procedures, respond to audits, and reply to board inquiries
� Certify ongoing compliance � Continue sample ratio plots
� Conduct bias tests whenever needed
� Comply with changing standards and contract provisions
� Continually monitor system integrity and promptly correct problems
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 49
Thermo Fisher Scientific
� Provides Bulk Weighing & Monitoring
Equipment and Process Instruments
� Enrique Sabaté, Sales and Project Manager
� Manuel Gonzalez, Field Service Engineer
COALSMITH
CONSULTANTS
National Weighing & Sampling
Association St Louis, MO Feb 24, 2009 50
Questions? Call Coalsmith
Stephen R. Smith, MS
Coalsmith Consultants
www.coalsmith.com
(423) 843-1815 office
(423) 280-0872 cellular