federal grain inspection service technology and science ... · •hvac (100% hard and vitreous of...

85
Federal Grain Inspection Service Technology and Science Division Overview and Updates Timothy Norden, Acting Director Technology and Science Division Grain Inspection Advisory Committee Meeting September 5, 2018

Upload: others

Post on 18-Mar-2020

0 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Federal Grain Inspection ServiceTechnology and Science Division

Overview and Updates

Timothy Norden, Acting Director Technology and Science Division

Grain Inspection Advisory Committee MeetingSeptember 5, 2018

Page 2: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Technology and Science DivisionOverview

• FGIS – Technology and Science Division (TSD) is responsible for developing, improving, and supporting all official grain inspection methods

• Organization: Four branches plus administrative support• Analytical Chemistry Branch

• Biotechnology and Analytical Services Branch

• Inspection Instrumentation Branch

• Board of Appeals and Review Branch

• Office of the Director• Administrative Support Team

• Digital Media Team

• Current employees: 60 with 15 vacancies = 75 total

Page 3: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Analytical Chemistry Branch(ACB)

• Develops and evaluates new or improved chemical and physicochemical methods for food safety and end-use quality factors

• Provides centralized official inspection and quality assurance services

• Key programs:

• mycotoxins, pesticide residue, falling number and wheat varietal identification

3

Page 4: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Biotechnology and Analytical Services(BASB)

• Develops and provides cutting-edge technology for determining genetic, nutritional, and intrinsic quality factors in grain and grain products

• Provides research, harmonization, and centralized testing services

• Key programs:

• biotechnology and commodities testing; moisture, protein, and oil reference methods

4

Page 5: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Inspection Instrumentation Branch(IIB)

• Develops and maintains calibrations and procedures for approved inspection instruments

• Administers instrument evaluation and quality control programs

• Key programs:

• Moisture meter, near infrared (NIRT) protein, oil and starch; and nuclear magnetic resonance (NMR) oil

5

Page 6: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Board of Appeals and Review(BAR)

• Directs and oversees the integrity and alignment of all visual inspections throughout the nation

• Provides procedures and centralized quality assurance services for inspection equipment

• Key programs:

• Subjective Testing and Evaluation Process (STEP), training and licensing, Board Appeals, and equipment check testing

6

Page 7: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

TSD Branch Updates

• Brian Adam

• Chairman, Board of Appeals and Review

• Cathleen Brenner

• Chief, Inspection Instrumentation Branch

• Tom Weber

• Chief, Analytical Chemistry Branch

• Tandace Bell

• Chief, Biotechnology and Analytical Services Branch

7

Page 8: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Determining HVAC in Durum Wheat

Brian Adam, ChiefBoard of Appeals and Review Branch

Grain Inspection Advisory Committee MeetingSeptember 5, 2018

Page 9: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

• HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard, glossy appearance

• NON-HVAC – Soft durum kernels that lack the hard vitreous characteristic, or semi-hard kernels that contain soft chalky spots

• How HVAC is Determined - Visual inspection on a 15 gram portion cut out from the representative sample

Hard and Vitreous Kernels of Amber Color (HVAC)

9

Page 10: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

SUBCLASS

Durum wheat is divided into three sub-classes based on the percentage of HVAC in the representative lot.

Hard Amber Durum Wheat Durum wheat with 75 percent or more of hard and vitreous kernels of amber color

Amber Durum Wheat Durum wheat with 60 percent or more, but less than 75 percent of hard and vitreous kernels of amber color

Durum Wheat Durum wheat with less than 60 percent of hard and vitreous kernels of amber color

Even though durum is certified by subclass, contracts may dictate specific limits to be met or penalties may be assessed. 10

Page 11: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

• Durum has many uses, the most common being pasta which is made from durum

• Semolina is durum wheat ground into a coarse granular product

• Semolina content determines the end use. The amount of flour in the blend affects the color of the product

Durum SemolinaWhole Kernel Durum

11

Page 12: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

HVAC Non-HVAC or Soft

Vitreous and Non-Vitreous Kernels

12

Page 13: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Non-HVAC Kernels with Soft Spots

13

Page 14: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Readily Identifiable HVAC Samples

Hard Amber Durum Easy to detect soft kernels 14

Page 15: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Challenges with HVAC Inspection

• Time constraints lead to inconsistency between online inspectors, and industry keeps pushing to load faster

• If adequate time is not given to online inspection personnel to analyze this highly subjective factor, accuracy may be compromised

• Growing conditions can mask the appearance of the true kernel characteristics making HVAC determinations very difficult

15

Page 16: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Difficult HVAC sample

• Weather-affected kernels

• Require more time and possibly cross-sectioning of kernels

• Samples of this appearance are more subjective and can result in more inconsistencies

16

Page 17: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Board of Appeals and Review and Field Office Monitoring Programs

• Monitoring programs are in place for inspectors and Quality Assurance Specialists (QAS)

• Referee samples used to assess inspector and QAS ability

• Conduct annual grain grading seminars for QASs

• Provide on-site training for inspectors and elevator personnel

• Conduct research on alternative methods for HVAC determination

17

Page 18: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

QAS Alignment to the BARFY18 to Date

• Durum HVAC 96%• HRS DHV 93%

Subjective Testing Evaluation Process (STEP) is a monitoring program used to align QASs to the BAR

18

Page 19: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

VS

Natural vs ConditionedNatural Bleached

w/ Potassium Hydroxide (KOH)

Page 20: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Potential Benefits of Bleaching

• Produces a bright vibrant kernel

• Makes difficult weather-affected kernels easier to separate

• Potentially minimizes inspector variation and increases accuracy and consistency

• Collaborating with the Inspection Instrumentation Branch (IIB) to explore using the bleach method with imaging technology

20

Page 21: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Questions?

21

Page 22: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Inspection Instrumentation Branch Updates

Cathy Brenner, ChiefInspection Instrumentation Branch

Grain Inspection Advisory Committee MeetingSeptember 5, 2018

Page 23: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

LED Study

23

Page 24: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

May 2016 Resolution –

The Advisory Committee commends FGIS for its work with updating inspection laboratory lighting standards; and recommends continued work on lighting advancements and testing for grain inspection. The committee would also like to encourage FGIS to reviewhow other governmental or industry groups involved in human-sorting-of objects are utilizing new technologies in LED lighting for inspection purposes.

24

Page 25: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

FGIS Specifications

Lamp Radiation Specifications

2000 to 2499 Lumens

Color Rendering Index > 92

Color Temperature 7500 °K

Rated Average Life > 15,000

Hours

Or

>= 2500 Lumens

Color Rendering Index > 87

Color Temperature 7500 °K

Rated Average Life >12,000

Hours

Fluorescent Emitter Specifications

25

Page 26: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Lighting Research

https://www.nist.gov/image/composite-color-preferencepng

Illuminating Engineering Society Task GroupNational Institute of Standards and TechnologyOffice of Energy Efficiency & Renewable Energy, Department of Energy

26

Page 27: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Study Design

27

• 30 Training Boxes

• 4 Test Lights

• 3 pairs of BAR Inspectors

• Number of kernels that changed determination

Soybean Mold Damage Training Box

Page 28: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Results – Difference between Test Light and approved Fluorescent Light

Test Light A Test Light B Test Light C Office Light

Inspector 1 2 5 6 3 4 1 2

Chi-

square

0.10 1.66 6.80 7.62 15.89 16.23 19.97 10.00

p-value 0.75 0.20 0.01 0.01 < 0.001 < 0.001 < 0.001 0.002

Chi-Square < 3.84 and p-value > 0.05 results are not significantly different at the 95% confidence level. 28

Page 29: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Light Color Composition

Approved Fluorescent, CRI = 93

Light A, CRI = 9329

0

100R1

R2

R3

R4

R5

R6

R7

R8R9

R10

R11

R12

R13

R14

R15

0

100R1

R2

R3

R4

R5

R6

R7

R8R9

R10

R11

R12

R13

R14

R15

Page 30: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Conclusions

• LED can be used for official inspection• Task Light only commercially available light that is not

significantly different.

• Variations observed in the R9 (red) and R12 (blue) for all LEDs tested warrant further investigation for developing LED specifications.

30

Page 31: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Next Steps

• Review Training Boxes with final selection

• Test Lights for new study• Review commercially available

• Canadian Grain Commission approved LED

• Establish study timeline with BAR

• Completed by December 2018

31

Page 32: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

NIR Equivalency Field Study

32

Page 33: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Previous Studies• 2015 Cooperative Agreement with Iowa State University

(ISU)

• 3 National Type Evaluation Program (NTEP) Approved models

and calibrations

• Not equivalent

• FGIS field benchmark was almost twice the lab reproducibility

for wheat protein on the approved instrument

• 2016 Cooperative Agreement with ISU

• Common sample set for wheat protein

• Updated calibrations improved reproducibility33

Page 34: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

October 2016 Resolution –The Advisory Committee recommends that new equipment must be equal to or better than the old equipment in precision and repeatability in order to be approved as official. Performance of equivalent instruments should match or exceed that of the existing approved instrument in the same field environment. The Advisory Committee recommends GIPSA continue work with NIR Equivalence by continuing focus on improving performance in test instrument field studies. GIPSA should also consider including all NTEP approved instruments in the field studies to determine equivalency.

34

Page 35: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Study Design

• 4 NTEP Approved Models• Barley, Corn, Soybeans, and Wheat

• 3 - 5 Specified Service Points per grain type

• Minimum 50 samples per location per grain type plus Standard Reference Samples

35

Page 36: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Status

• FOSS Infratec Nova approved as equivalent September 2017

• One participating manufacturer developed process to match raw instrument data to FOSS Infratec 1241.• Not achievable in a field setting

• Report in review process

36

Page 37: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Next Step

• Final report to be completed by December 2018

37

Page 38: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

FGIS Approval Process

For Equipment, Instruments, and Test Kits

38

Page 39: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

U.S. Grain Standards Act

§ 79b – Testing of equipment

- Periodic testing of all equipment used in inspection

- Ensure accuracy and integrity of equipment

- Prohibits use of non-approved equipment for grain inspecting

39

Page 40: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Regulations under USGSA§800.215 (c) (4) – “…proposed equipment is tested to determine whether the equipment will improve the performance of activities under the Act.”

§800.217 (d) – Testing may occur when:

(1) At request of interested party with concurrence of Administrator

(2) Upon determination of need by the Service

40

Page 41: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

FGIS Current Process

• Evaluate benefit to grain inspection

• Develop performance specifications and criteria (as needed)

• Assign resources and evaluate

41

Page 42: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Questions?

42

Page 43: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Moisture Meter Performance

Request for information to assure industry that official moisture results are consistent and accurate.

43

Page 44: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Moisture Meter Models• Do not directly measure

moisture• Dielectric characteristics

closely related to moisture content

• Requires calibration• Based on historical data

44

Page 45: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Annual Moisture Calibration Process

UGMA Master System

Perten AM5200A

DICKEY-john GAC2500-

UGMA

Air Oven Reference Method

45

Page 46: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Calibration Implementation Dates

• May 1 for Spring/Summer crops

• August 1 for Fall crops

• https://www.gipsa.usda.gov/fgis/moisture.aspx• 5 year performance

• Explanatory Notes of impact for any updates

• Calibration bundles

46

Page 47: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Performance Data

47

Page 48: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Impact of Change (Explanatory Notes)

DICKEY-john

Perten

48

Page 49: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Quality Control – Checktest

• Twice a year

• Scale Tolerances

• Accuracy = ± 0.5 grams

• Range = 1.0 grams

• Moisture Tolerances

• Accuracy = ± 0.15 % moisture

• Range = 0.26 % moisture49

Page 50: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

-0.4

-0.3

-0.2

-0.1

0

0.1

0.2

0.3

0.4

284000 289000 294000 299000 304000

Me

ter

Mo

istu

re -

Ma

ster

Mo

istu

re

Record Number

Moisture Checktest - Average Moisture

January - July 2018

50

Page 51: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Quality Control – Sample Inspection & Monitoring System (SIMS)

• Tolerances by grain and/or moisture

• Selected from file samples

• Domestic Inspection Operations Office

• Quality Assurance & Compliance Division

51

Page 52: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

52

Soybean SIMS Difference Graph

Page 53: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

July 2014 Resolution –

The Advisory Committee recommends the GIPSA review and update all quality assurance tolerances utilized in the official system. Specifically, the Advisory Committee recommends that the first to be reviewed reflect the Unified Grain Moisture Algorithm (UGMA) technology for moisture measurement.

53

Page 54: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

April 2015 Resolution –

The Advisory Committee commends FGIS for its work in implementing and testing of UGMA moisture meters; and recommends that for the Sample Information Monitoring System (SIMS) that FGIS provide on their website a listing by grains for the approved UGMA moisture meters the following information: the moisture standard deviation, ±warning limit, ± action limit, and the moisture range for which these limits are applicable.

54

Page 55: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Commercial Rice Mill Study

55

Page 56: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

October 2015 Resolution –

The Advisory Committee encourages FGIS to initiate a study with rough rice to determine the effectiveness of the Grainman Miller No. 65 for predicting commercial rice milling yield. Factors to consider in addition to milling yield are total broken kernels, whiteness and chalkiness. Newer rice hybrids along with their harvest and drying history should be included in the study.

56

Page 57: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Objective

• To evaluate the consistency of milling yield results between the official FGIS laboratory mill and commercial milling operations.

57

Page 58: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Cooperative Agreement

• University of California, Davis• California Agri Inspection Co., Ltd

• 2 Participating Mills in Arkansas

• 1 Participating Mill in California

• 1 Participating Mill in Louisiana

• Completed first year of planned 2 year study

58

Page 59: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Commercial mill sample collectionMill Location Rice Types

(Variety Type)

M1 California Long(Pure)

Medium(Pure & Mixed)

Short(Pure & Mixed)

M2 Arkansas Long(Pure & Hybrid)

Medium(Pure & Mixed)

M3 Louisiana Long(Pure & Mixed)

Medium(Pure & Mixed)

M4 Arkansas Long(Hybrid & Mixed)

59

Page 60: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

FGIS Milling Procedures

Type of

riceMilling cycle Duration Brushing cycle Duration

Long-grain 2 pounds 30 sec 0 pounds 30 sec

Medium-

grain7 pounds 30 sec 0 pounds 30 sec

Short-

grain

10 pounds for Western

production

12 pounds for

Southern production

30 sec

2 pounds for

Western production

0 pounds for

Southern production

30 sec

60

Page 61: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Milling Yield

Total rice yield (TRY) or Total Rice (TR) and head rice yield (HRY) or percent whole kernels (WK)

61

Page 62: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Results from First Year

Category No Significant Difference

FGIS Less Than Commercial

FGIS Greater Than Commercial

TRY 29% 29% 42%

HRY 35% 16% 49%

62

Page 63: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

ResultsMilling yield – Total rice yield (TRY)- Fourth quarter

A AA

A A A AA

B B AA A A A B

0

10

20

30

40

50

60

70

80

90

100

Tota

l rice

yie

ld (%

)

Rice type and variety

Commercial FGIS Lab

63

Page 64: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

ResultsMilling yield – Head rice yield (HRY)- Fourth quarter

A

A

AA A

A A

A

B AB

A A

B A

B

0

10

20

30

40

50

60

70

80

Hea

d r

ice

yiel

d (%

)

Rice type and variety

Commercial FGIS Lab

64

Page 65: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Conclusion

• The first year data shows no consistent trend in thedifference in the milling yield between the FGIS laband commercial mills.

65

Page 66: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Next Steps

• Final (second) year sample collection in process• Determine if the findings from first year are seen in

the second year

• Make conclusive statements with high confidence about the agreement between FGIS and commercial mills

• Final Report due April 2019

66

Page 67: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Questions?

67

Page 68: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Falling Number and Mycotoxin Testing

Tom Weber, ChiefAnalytical Chemistry Branch

Grain Inspection Advisory Committee MeetingSeptember 5, 2018

Page 69: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Falling Number (FN) Method• Indirect measurement of alpha-amylase activity

• Alpha-amylase breaks down starch

• High activity adversely effects end-use quality

• Important factor in domestic and international trade of wheat

• Internationally standardized and most widely accepted method

• FN is the time required to mix and drop rod through heated wheat meal / water slurry

• FN inversely proportional to alpha-amylase activity

69

Page 70: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Pacific Northwest 2016

• Low falling number values

• 44% soft white, 42% club wheat samples < 300 sec*

• High frequency of discounts applied

• Complaints that FN test too variable

• October 2016 Advisory Committee Resolution

• FGIS should continue its efforts to reduce FN testing variation and increase oversight and training of official service providers

*M. Weaver. Capital Press. 8/2/201870

Page 71: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Two Opportunities to Reduce Variation

1. Implement new correction based on barometric pressure

2. Require use of Shakematic

71

Page 72: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Correcting FN to Sea Level

• Increase elevation leads to increase in FN

• Current FGIS procedure

• Correct to sea level at locations 2000 ft. and above

• Cereal Chem. 1994,71(3), 269–271

• Correction needed below 2000 ft. to remove bias

• New FGIS procedure

• FGIS engaged USDA Agricultural Research Service

• Correct to sea level using barometric pressure

• Cereal Chem. 2018, 00, 1–8

72

Page 73: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Effect of Elevation on Falling NumberExample: FN = 300 sec at sea level

26.326.827.427.928.428.929.429.9

290

300

310

320

330

340

350

0 500 1000 1500 2000 2500 3000 3500

Barometric Pressure (in Hg)

Pre

dic

ted

FN

(se

c)

Elevation (ft.)

Portland, OR

+12 secKansas City, MO

+37 secGreat Falls, MT

+18 secDevil’s Lake, ND

73

Page 74: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Comparison of Correction Procedures2,545 Inspection Monitoring Results

74

-50

-40

-30

-20

-10

0

10

20

30

40

50

117

425

7 (5

0)

983

149

(26

)

106

173

(19

2)

117

37

54 (

190)

137

37

99 (

196)

147

38

20 (

118)

137

531

2 (2

1)

880

116

(17

)

137

530

9 (2

1)

127

58

27 (

255)

891

217

(48

)

9113

23 (

15)

137

531

0 (1

2)

046

148

(33

)

117

422

7 (2

1)

117

52

19 (

145)

066

111

(55

)

137

39

48 (

140)

066

104

(28

1)

157

312

3 (3

2)

117

346

6 (1

9)

117

423

0 (9

4)

086

108

(31

)

880

107

(69

)

137

395

0 (9

6)

046

162

(42

)

160

307

6 (2

1)

157

312

5 (1

2)

088

160

(38

)

117

483

2 (1

6)

1573

539

(12

)

160

308

1 (4

6)

147

516

9 (2

5)

770

(51

)

066

178

(53

)

972

053

(52

)

Rel

ativ

e D

iffe

ren

ce, %

Instrument Number

-50

-40

-30

-20

-10

0

10

20

30

40

50

117

425

7 (5

0)

983

149

(26

)

1061

73 (

192

)

117

37

54 (

190)

137

37

99 (

196)

147

38

20 (

118)

137

531

2 (2

1)

880

116

(17

)

137

530

9 (2

1)

127

58

27 (

255)

891

217

(48

)

911

323

(15

)

137

531

0 (1

2)

046

148

(33

)

1174

227

(21

)

117

52

19 (

145)

066

111

(55

)

137

39

48 (

140)

066

104

(28

1)

157

312

3 (3

2)

117

346

6 (1

9)

117

423

0 (9

4)

086

108

(31

)

880

107

(69

)

137

395

0 (9

6)

046

162

(42

)

160

307

6 (2

1)

157

312

5 (1

2)

088

160

(38

)

117

483

2 (1

6)

157

353

9 (1

2)

160

308

1 (4

6)

147

516

9 (2

5)

770

(51

)

066

178

(53

)

972

053

(52

)

Rel

ativ

e D

iffe

ren

ce, %

Instrument Number

Mean RD = 0.53% Standard Deviation = 8.63

Mean RD = -3.75% Standard Deviation = 8.21

New CorrectionCurrent Correction

Error bars represent +/- 3 standard deviations

Page 75: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Impact of Implementing New Correction

• Reduced variation that promotes fair trade

• Allow tighter tolerances in inspection monitoring

• Lower FN for locations below 2000 ft.

• Higher FN for locations at 2000 ft. and above

• Magnitude of change depends on elevation and

falling number

75

Page 76: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Sample Shaking Method

• Sample / water homogenization required

• FGIS allows shaking by hand or Shakematic

• FGIS compared the two shaking methods

• Shakematic gives 3–5% lower FN results

• FGIS recommends requiring Shakematic

• Eliminates fatigue

• Provides more consistent mixing

• Most official service providers use Shakematic

76

Page 77: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Recommendations

• Implement barometric pressure correction

• Require use of Shakematic

• Implementation Plan

• Fall 2018 – notify stakeholders

• Update FGIS Program Directive 9180.38

• Target effective date of May 1, 2019

• Allow time for industry to prepare

• Ready for start of 2019 crop harvest

77

Page 78: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Mycotoxin TestingTopics of Concern

• What is the expected variation between official labs?

• Why not use one test kit for all official agencies?

• Are uniform procedures established?

• Are procedures are available to industry?

78

Page 79: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Variation in Measurements

• Some variation is expected

• More variables lead to more variation

• Variation also dependent on concentration

79

Conditions for SmallerVariation

Conditions for Larger Variation

One analyst Multiple analysts

One lab Multiple labs

One method Multiple methods

One ground sample Multiple whole grain samples

High concentration Low concentration

Page 80: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Prediction of Variation

• Horwitz function*

• Internationally-accepted method

• Between-lab variation

• Used in FGIS inspection monitoring to flag erroneous results

80*Horwitz, W. et al. J. AOAC. 1984, 63, 1344 – 1354

Page 81: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Agreement between Labs

• Use predicted variation to determine acceptable range

• Example: Labs A and B analyze same ground sample

• A = 1.2 ppm DON; B = 2.5 ppm DON

• Mean = 1.85 ppm

• Predicted RSD = 14.49%; SD = 0.27 ppm

• Results should be 1.85 ± 0.54 ppm (i.e., 1.31 – 2.39 ppm) 95% of the time

• Results from Labs A and B are outside this range

81

Page 82: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Test Kit Selection

• Official agencies can use any FGIS-certified test kit

• Mycotoxin Test Kit Evaluation Program

• Performance-based approval of test kits

• Test kit must meet FGIS accuracy requirements

82

Page 83: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Use and Availability of Procedures

• Official, written instructions issued by FGIS

• All official service providers are required to follow these official instructions

• Training and licensing is required

• Procedures available to industry on FGIS website

83

Page 84: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

October 2016 Advisory Committee Resolution

“The Advisory Committee recommends looking into and addressing what could be the root cause of variances in testing results i.e., particle size, test kit performance, sample splitting, etc.”

• Investigated contributors to unexpected variation

• Developing a plan to minimize overall variation

84

Page 85: Federal Grain Inspection Service Technology and Science ... · •HVAC (100% Hard and Vitreous of Amber Color) - Vitreous is the characteristic which gives the wheat kernels a hard,

Questions?

85