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AssessingtheGreenhouseGasBalanceof
CaliforniaSpecialtyCropswithCOMET-FarmTM
Soil and Water Conservation Society
Annual Conference, July 2016
Mark Easter, Amy Swan, 
Kevin Brown, Mary Carlson, 
Lucas Thompson, Steve 
Williams and Keith 
Paustian
Natural Resource Ecology Laboratory & Dept. 
Soil and Crop Sciences
Colorado State University
Fort Collins, CO
Adam Chambers
Natural Resources Conservation Service
Environmental Markets Leader
Portland, OR
Kerri Steenwerth
Agricultural Research Service
Davis, CA
Xia Zhu‐Barker
Dept of Land, Air and Water Resources
University of California ‐ Davis
Davis, CA
Outline
• Introduction to COMET‐FarmTM and COMET‐PlannerTM
• Existing COMET tools capabilities in California
• Process for adding California Specialty Crops to COMET‐FarmTM
• Results and Deployment Schedule
• Wrap‐Up
Global
Balance
Agriculture and Forestry – 2 x Exposed
Carbon
Sequestration and
GHG Mitigation
Climate Change
Adaptation
Less
Investment
Future
Don’t
Invest
Now
Modest
Investment
Now
More
Investment
Future
1 China
10,385.54
2 United St at es
3 European Union (27)
4 European Union (15)
5 India
6 Russian Federat ion
7 Japan
8 Brazil
9 Germ any
10 Indonesia
11 Iran
12 Canada
13 Mexico
14 Korea, Rep. (Sout h)
15 United Kingdom
16 Au st ralia
17 Sou th A frica
18 France
19 Saudi Arabia
20 It aly
21 Spain
22 Ukraine
23 Turkey
24 Thailand
25 Poland
377.3
407.97
390.35
559.65
545.19
688.25
678.32
926.67
823.41
2,326.19
2,326.10
385.77
381.94
542.1
514.62
627.46
587.53
727
726.63
1,298.89
1,162.62
4,918.07
4,024.09
6,866.92
The U.S Ag. Sector –
528.7**
**Based on the World Resources Institute, Climate Data Explorer, 2010 data
on a GDP basis the U.S. Ag Sector would rank 28th according to World Bank 2007 GDP statistics
Conservation
Opportunity:
Grow food, fiber
and fuel - reduce
emissions?
What are COMET-FarmTM and COMET-PlannerTM?
Web‐based Greenhouse Gas (GHG)  Inventory Tool Whole System GHG Inventory and Conservation Scenario Analysis 
Baseline Scenario
(Business as Usual)
Tillage
Reduction
Improved
Fertilizer 
Management
Add 
Cover Crops
Compare GHG
Benefits on 
the Same
Balance Sheet
COMET‐FarmTM
COMET‐PlannerTM
Business as Usual
Conservation
Practice
Practice
Benefit=
Conservation
Practices
• Entity level
• User‐specific
• Dynamic & 
Empirical Models 
(“Tier 3”)
• Synergisms of 
Multiple Practices
• Reduced 
Uncertainty
• More Data Entry
• Regional, alignment 
with COMET‐FarmTM
• Higher Uncertainty
• 3‐Click Tool
Whole System Agricultural Greenhouse Gas Accounting
• Implements the peer‐reviewed, USDA‐sanctioned entity‐level 
inventory methods.
• Soil‐related GHG emissions: DayCent dynamic model, also 
used in the National GHG Inventory. 
• Livestock‐related GHG emissions: statistical models based 
on USDA and university research, largely consistent with 
models used in the National GHG Inventory.
• Forest/Orchard/Vineyard emissions: FIA‐based statistical 
growth models (Forests), other empirical models 
(orchards/vineyards), again used in the National GHG 
Inventory.
• Energy‐related GHG emissions: based on the models used 
in the USDA/NRCS Energy Tool along with supplemental 
peer‐reviewed research results, consistent with EPA models 
used in the National GHG Inventory.
GHG Inventory Methods: COMET-FarmTM is a Modeling Platform
DayCent
+
44
Empirical
Models
Why This Effort?
All
Croplands
Crops that can 
currently be modeled
in COMET‐FarmTM
shown in brown
• ~ 10 million acres of 
cropland in California
• COMET‐FARMTM
currently covers crops 
grown on ~60‐65% of 
cropland in California1
• Specialty Crops Gap:  
35‐40% of cropland in 
California1
1Sources:  NASS, Cropland Data Layer
California Croplands
Strawberries
Lettuce Broccoli
Cauliflower
Almonds
Walnuts PistachiosGrapes
Citrus
Peaches/
Nectarines
Prunes/
Plums
• Currently covers tomatoes, cotton, 
other commodity crops
• Working with California Dept. of 
Food and Agriculture to add and 
improve 14 specialty crops
• Work started in Dec. 2015 and is 
planned to be completed by June 
2017
Processing
Tomatoes Cotton
Parameterizing the DayCent Model
Learning Tours Literature
Reviews
Model 
Parameterization,
Testing
Web Site
Modifications,
Deployment
Integration into COMET-FarmTM – Management
Cropland Management in 
COMET‐FarmTM:
• Planting and harvest
• Tillage
• Nitrogen Fertilizer 
Application
• Manure/Compost 
Application
• Irrigation
• Liming
• Burning
• Mineral vs organic 
fertilizers
Specialty Crop 
Management:
• Novel irrigation systems
• Orchard renewal
• Orchard pruning and 
thinning
• Mulches
• Cover Crops
California Croplands
Crops in 
COMET‐FarmTM
after adding
specialty crops
After this effort, over 
85% of California 
cropland may be 
modeled in COMET‐
FarmTM
Crops that can 
currently be modeled
in COMET‐FarmTM
shown in brown
California Specialty Crop Inclusion in COMET-FarmTM
Crop Compiled
Experiments
Model 
Parameterization
Model
Verification
Publish to COMET‐
Farm Site
Almonds 5 In Process TBD Fall, 2016
Citrus 3 TBD TBD Fall, 2016
Cole Crops (Broccoli, Cauliflower, etc) 5 Complete In Process August, 2016
Cotton (improve current crop in COMET) 7 Complete In Process August, 2016
Lettuce 1 In Process TBD August, 2016
Stone Fruits 3 TBD TBD Winter, 2016/2017
Strawberries In Process TBD TBD Winter, 2016/2017
Table Grapes In Process TBD TBD Winter, 2016/2017
Tomatoes (improve current crop in COMET) 11 Complete In Process August, 2016
Walnuts 3 In Process TBD Fall, 2016
Wine Grapes 17 In Process TBD Fall, 2016
Kerri Steenwerth
Davis
Adam Chambers – Portland
California State Office Staff
Bill Hohenstein, Marci Baranski
OCE ‐ CCPO, Washington, DC
Xia Zhu‐Barker, Will 
Horwath et al., Davis
College of Ag Sci
Fort Collins
Amrith Gunasekara
Sacramento
Keith Paustian, Mark Easter, Amy Swan 
et al., Fort Collins
Specialty Crops Collaboration Partners
Thank You!
DayCent
Parameterization
Improving DayCent with 
Experimental Data:
‐ Using measurement data 
from research plots and 
farms
‐ Most studies in CA, with a 
few sites in other states

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