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The Potential for Water Quality Benefits
from a New Perennial Grain Crop:
Intermediate Wheatgrass
Jacob Jungers
Research Assistant Professor, Dept. of Agronomy and Plant Genetics, UMN
3-10
> 10
Well water
NO3 (ppm)
Groundwater Nitrate Contamination
Minnesota Nitrate Issues
• 13% of wells exceeded
safe drinking limit
statewide
• 30% in central sand plains
Groundwater Nitrate Contamination
Nitrogen Fertilizer
Groundwater Groundwater
Groundwater
Nitrogen Leaching
Unsaturated Zone
Groundwater Nitrate Contamination
Nitrogen Fertilizer
Groundwater Groundwater
Groundwater
Unsaturated Zone
Groundwater Nitrate Contamination
Nitrogen Leaching
Intermediate Wheatgrass
Jerry Glover of The Land Institute: Photo by Jim
Richardson
Kernza®
• Relatively large seeds for a
perennial grass
• Deep, dense root system
• Tolerant to a wide range
of temperature and
precipitation patterns
Crookston
Lamberton
Waseca
• Three locations
• Three years (2013-
2015)
• Three crops
(Kernza,
Switchgrass, Corn)
• Variable N rates
Kernza Water Quality Research
Nitrogen fertilizer
Groundwater
Modeled Nitrate
Leaching
Corn Perennial Crops
• Kernza
• SwitchgrassPlantuptake
Plantuptake
Lysimeters (50 cm)
Moisture Sensors
(50 & 100 cm)
Kernza Water Quality Research
●
●
●
●
●
●
● ●
●
●
●
●
0
20
40
60
Jun
Jul
Aug
Sep
O
ct
Date
Soilwaternitrate(mgl-1
) ●
●
●
Corn (160 kg N/ha)
Kernza (160 kg N/ha)
Switchgrass (160 kg N/ha)
2013
Kernza Water Quality Research
Kernza Water Quality Research
x
0
250
500
750
1000
1250
0 50 100 150 200
x
0
250
500
750
1000
1250
GrainYield(kgha-1)
Nitrogen Fertilizer Rate (kg ha-1)
Optimum N fertilizer rate: 61 kg ha-1
2013
●
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● ●0
20
40
60 M
ay
Jun
Jul
Aug
Sep
O
ct
Date
Soilwaternitrate(mgl-1
) ●
●
●
Corn (160 kg N/ha)
Kernza (60 kg N/ha)
Switchgrass (120 kg N/ha)
2014
Kernza Water Quality Research
Kernza Water Quality Research
50 100
Jul
Aug
Sep
O
ct
N
ov
Jul
Aug
Sep
O
ct
N
ov
0.0
0.1
0.2
0.3
0.4
0.5
Date
Soilmoisture(m3
m-3
)
Corn/soybean
Switchgrass
IWG
Waseca 2013
Kernza Water Quality Research
50 100
Jul2014O
ct2014Jan
2015Apr2015Jul2015O
ct2015
Jul2014O
ct2014Jan
2015Apr2015Jul2015O
ct2015
0.0
0.1
0.2
0.3
0.4
0.5
Date
Soilmoisture(m3
m-3
)
Corn (160 kg N/ha)
Switchgrass (160 kg N/ha)
Kernza (160 kg N/ha)
Waseca
Kernza Modeling
Objectives:
• Predict Kernza yields across soil and climate types
• Predict carbon emissions/sequestration of Kernza
• Predict nitrate leaching beneath Kernza
Aboveground Biomass
Calibration using 9 site-years of data.
Validation using 21 site-years of data.
0
25
50
75
100
0 1000 2000 3000 4000
Growing degree days (°C d)
Plantbiomass(g)
Rosemount 2016
Saint Paul 2015
Saint Paul 2016
Modeling Kernza Productivity
Parameterize crop simulation models with growth
and development data.
0.00
0.25
0.50
0.75
1.00
0 1000 2000 3000 4000
GDD
Fractionoftotalbiomass
Leaf
Stem
Inflorescence
Modeling Kernza Productivity
Parameterize crop simulation models with growth
and development data.
Modeling Kernza Productivity
2013 2014
100 150 200 250 300 100 150 200 250 300
0.2
0.3
0.4
0.5
0.6
Day
WFPS
Code
Field50
Model20
Model40
Kernza soil moisture
DNDC soil moisture simulation
Kernza Commercialization
Kernza Commercialization
General Mills, Inc. publically announces commitment to
use Kernza
Acknowledgments
Faculty Collaborators
• Craig Sheaffer, Lee DeHaan, Nancy Ehlke, Don Wyse
Post-doctoral Collaborator
• Nicole Tautges
Technicians and Graduate Students
• Lindsay Wilson, Brett Heim, Kevin Betts, Charlie
Frahm
Funding
• Minnesota Department of Agriculture
• The Land Institute and Malone Family Foundation
• The University of Minnesota Forever Green Initiative
Questions
Nitrogen Fertilizer
Groundwater Groundwater
Groundwater
Nitrogen Leaching
Unsaturated Zone
Corn Nitrogen Fertilizer Use
Kernza and water quality
Jungers et al., in prep
50 100Jul
Aug
Sep
O
ct
N
ov
Jul
Aug
Sep
O
ct
N
ov
0.0
0.1
0.2
0.3
0.4
0.5
Date
Soilmoisture(m3
m-3
)
Corn/soybean
Switchgrass
IWG
Crookston
Kernza and water quality
Jungers et al., in prep
50 100Jul
Aug
Sep
O
ct
N
ov
Jul
Aug
Sep
O
ct
N
ov
0.0
0.1
0.2
0.3
0.4
0.5
Date
Soilmoisture(m3
m-3
)
Corn/soybean
Switchgrass
IWG
Lamberton
Kernza and water quality
●
●
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0.0
0.1
0.2
0.3
0.4
0.5
M
ay
Jun
Jul
Aug
Sep
O
ct
N
ov
D
ecDate
Soilmoisture(m3
m-3
)
●
●
●
Corn
Kernza
Switchgrass
100 cm depth
Jungers et al., in prep
Kernza and water quality
Jungers et al., in prep
50 100Jul2014O
ct2014Jan
2015Apr2015Jul2015O
ct2015
Jul2014O
ct2014Jan
2015Apr2015Jul2015O
ct2015
0.0
0.1
0.2
0.3
0.4
0.5
Date
Soilmoisture(m3
m-3
)
Corn (160 kg N/ha)
Switchgrass (160 kg N/ha)
Kernza (160 kg N/ha)
Crookston
Kernza and water quality
Jungers et al., in prep
50 100Jul2014O
ct2014Jan
2015Apr2015Jul2015O
ct2015Jan
2016Jul2014O
ct2014Jan
2015Apr2015Jul2015O
ct2015Jan
2
0.0
0.1
0.2
0.3
0.4
0.5
Date
Soilmoisture(m3
m-3
)
Corn (160 kg N/ha)
Switchgrass (160 kg N/ha)
Kernza (160 kg N/ha)
Lamberton
Objectives: Parameterize ‘DayCent’ crop and
carbon simulation model
Modeling Kernza GHG mitigation
4000
5000
6000
7000
4000 5000 6000 7000
Measured Kernza biomass (kg ha-1
)
ModeledKernzabiomass(kgha-1
)
R squared = 0.85; P value < 0.001
Aboveground Biomass
Calibration using 9 site-
years of data.
Validation using 21 site-
years of data.

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The Potential for Water Quality Benefits

  • 1. The Potential for Water Quality Benefits from a New Perennial Grain Crop: Intermediate Wheatgrass Jacob Jungers Research Assistant Professor, Dept. of Agronomy and Plant Genetics, UMN
  • 2. 3-10 > 10 Well water NO3 (ppm) Groundwater Nitrate Contamination Minnesota Nitrate Issues • 13% of wells exceeded safe drinking limit statewide • 30% in central sand plains
  • 4. Nitrogen Fertilizer Groundwater Groundwater Groundwater Nitrogen Leaching Unsaturated Zone Groundwater Nitrate Contamination
  • 5. Nitrogen Fertilizer Groundwater Groundwater Groundwater Unsaturated Zone Groundwater Nitrate Contamination Nitrogen Leaching
  • 6. Intermediate Wheatgrass Jerry Glover of The Land Institute: Photo by Jim Richardson Kernza® • Relatively large seeds for a perennial grass • Deep, dense root system • Tolerant to a wide range of temperature and precipitation patterns
  • 7. Crookston Lamberton Waseca • Three locations • Three years (2013- 2015) • Three crops (Kernza, Switchgrass, Corn) • Variable N rates Kernza Water Quality Research
  • 8. Nitrogen fertilizer Groundwater Modeled Nitrate Leaching Corn Perennial Crops • Kernza • SwitchgrassPlantuptake Plantuptake Lysimeters (50 cm) Moisture Sensors (50 & 100 cm) Kernza Water Quality Research
  • 9. ● ● ● ● ● ● ● ● ● ● ● ● 0 20 40 60 Jun Jul Aug Sep O ct Date Soilwaternitrate(mgl-1 ) ● ● ● Corn (160 kg N/ha) Kernza (160 kg N/ha) Switchgrass (160 kg N/ha) 2013 Kernza Water Quality Research
  • 10. Kernza Water Quality Research x 0 250 500 750 1000 1250 0 50 100 150 200 x 0 250 500 750 1000 1250 GrainYield(kgha-1) Nitrogen Fertilizer Rate (kg ha-1) Optimum N fertilizer rate: 61 kg ha-1 2013
  • 11. ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●0 20 40 60 M ay Jun Jul Aug Sep O ct Date Soilwaternitrate(mgl-1 ) ● ● ● Corn (160 kg N/ha) Kernza (60 kg N/ha) Switchgrass (120 kg N/ha) 2014 Kernza Water Quality Research
  • 12. Kernza Water Quality Research 50 100 Jul Aug Sep O ct N ov Jul Aug Sep O ct N ov 0.0 0.1 0.2 0.3 0.4 0.5 Date Soilmoisture(m3 m-3 ) Corn/soybean Switchgrass IWG Waseca 2013
  • 13. Kernza Water Quality Research 50 100 Jul2014O ct2014Jan 2015Apr2015Jul2015O ct2015 Jul2014O ct2014Jan 2015Apr2015Jul2015O ct2015 0.0 0.1 0.2 0.3 0.4 0.5 Date Soilmoisture(m3 m-3 ) Corn (160 kg N/ha) Switchgrass (160 kg N/ha) Kernza (160 kg N/ha) Waseca
  • 14. Kernza Modeling Objectives: • Predict Kernza yields across soil and climate types • Predict carbon emissions/sequestration of Kernza • Predict nitrate leaching beneath Kernza Aboveground Biomass Calibration using 9 site-years of data. Validation using 21 site-years of data.
  • 15. 0 25 50 75 100 0 1000 2000 3000 4000 Growing degree days (°C d) Plantbiomass(g) Rosemount 2016 Saint Paul 2015 Saint Paul 2016 Modeling Kernza Productivity Parameterize crop simulation models with growth and development data.
  • 16. 0.00 0.25 0.50 0.75 1.00 0 1000 2000 3000 4000 GDD Fractionoftotalbiomass Leaf Stem Inflorescence Modeling Kernza Productivity Parameterize crop simulation models with growth and development data.
  • 17. Modeling Kernza Productivity 2013 2014 100 150 200 250 300 100 150 200 250 300 0.2 0.3 0.4 0.5 0.6 Day WFPS Code Field50 Model20 Model40 Kernza soil moisture DNDC soil moisture simulation
  • 19. Kernza Commercialization General Mills, Inc. publically announces commitment to use Kernza
  • 20. Acknowledgments Faculty Collaborators • Craig Sheaffer, Lee DeHaan, Nancy Ehlke, Don Wyse Post-doctoral Collaborator • Nicole Tautges Technicians and Graduate Students • Lindsay Wilson, Brett Heim, Kevin Betts, Charlie Frahm Funding • Minnesota Department of Agriculture • The Land Institute and Malone Family Foundation • The University of Minnesota Forever Green Initiative
  • 22. Nitrogen Fertilizer Groundwater Groundwater Groundwater Nitrogen Leaching Unsaturated Zone Corn Nitrogen Fertilizer Use
  • 23. Kernza and water quality Jungers et al., in prep 50 100Jul Aug Sep O ct N ov Jul Aug Sep O ct N ov 0.0 0.1 0.2 0.3 0.4 0.5 Date Soilmoisture(m3 m-3 ) Corn/soybean Switchgrass IWG Crookston
  • 24. Kernza and water quality Jungers et al., in prep 50 100Jul Aug Sep O ct N ov Jul Aug Sep O ct N ov 0.0 0.1 0.2 0.3 0.4 0.5 Date Soilmoisture(m3 m-3 ) Corn/soybean Switchgrass IWG Lamberton
  • 25. Kernza and water quality ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ●● ● ● ●● ● ● ● ● ● ● ● ● ● ● ●● ●● ●● ●● ● ● ● ● ● ●● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ● ●● ● ● ● ● ● ● ●● ● ● ● ● ● ● ●● ● ● ● ●● ● ●● ● ● ● ● ● ●● ● ● ● ● ●● ● ●● ● ● ●● ● ●● ● ● ● ● ● ●● ● ● ● ● ●●● ● ● 0.0 0.1 0.2 0.3 0.4 0.5 M ay Jun Jul Aug Sep O ct N ov D ecDate Soilmoisture(m3 m-3 ) ● ● ● Corn Kernza Switchgrass 100 cm depth Jungers et al., in prep
  • 26. Kernza and water quality Jungers et al., in prep 50 100Jul2014O ct2014Jan 2015Apr2015Jul2015O ct2015 Jul2014O ct2014Jan 2015Apr2015Jul2015O ct2015 0.0 0.1 0.2 0.3 0.4 0.5 Date Soilmoisture(m3 m-3 ) Corn (160 kg N/ha) Switchgrass (160 kg N/ha) Kernza (160 kg N/ha) Crookston
  • 27. Kernza and water quality Jungers et al., in prep 50 100Jul2014O ct2014Jan 2015Apr2015Jul2015O ct2015Jan 2016Jul2014O ct2014Jan 2015Apr2015Jul2015O ct2015Jan 2 0.0 0.1 0.2 0.3 0.4 0.5 Date Soilmoisture(m3 m-3 ) Corn (160 kg N/ha) Switchgrass (160 kg N/ha) Kernza (160 kg N/ha) Lamberton
  • 28. Objectives: Parameterize ‘DayCent’ crop and carbon simulation model Modeling Kernza GHG mitigation 4000 5000 6000 7000 4000 5000 6000 7000 Measured Kernza biomass (kg ha-1 ) ModeledKernzabiomass(kgha-1 ) R squared = 0.85; P value < 0.001 Aboveground Biomass Calibration using 9 site- years of data. Validation using 21 site- years of data.