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Title: Field‐scale analysis of miscanthus production indicates climate change may increase the opportunity for water quality improvement in a key Iowa watershed

Abstract

Abstract The Raccoon River Basin is the primary source for drinking water in Iowa's largest city and plays a major role in the Mississippi River Basin's high nutrient exports. Future climate change may have major impacts on the biological, physiological, and agronomic processes imposing a threat to ecosystem services. Efforts to reduce nitrogen (N) loads within this basin have included local litigation and the implementation of the Iowa Nutrient Reduction Strategy, which suggest incorporating bioenergy crops (i.e., miscanthus) within the current corn–soybean landscape to reach a 41% reduction in nitrate loads. This study focuses on simulating N export for historical and future land use scenarios by using an agroecosystem model (Agro‐IBIS) and a hydrology model (THMB) at the 500‐m resolution, similar to the scale of agricultural fields. Model simulations are driven by CMIP5 climate data for historical, mid‐century, and late‐century under the RCP 4.5 and 8.5 warming projections. Using recent crop profit analyses for the state of Iowa, profitability maps were generated and nitrogen leaching thresholds were used to determine where miscanthus should replace corn–soybean area to maximize reductions in N pollution. Our results show that miscanthus inclusion on low profit and high N leaching areas can result in amore » 4% reduction of N loss under current climate conditions and may reduce N loss by 21%–26% under future climate conditions, implying that water quality has the potential continue to improve under future climate conditions when strategically implemented conservation practices are included in future farm management plans.« less

Authors:
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [4]; ORCiD logo [5]; ORCiD logo [5]; ORCiD logo [6]
  1. Department of Agronomy Iowa State University Ames Iowa USA, DOE Center for Advanced Bioenergy and Bioproducts Innovation University of Illinois Urbana‐Champaign Illinois USA, Department of Agronomy University of Wisconsin Madison Wisconsin USA
  2. Luddy School of Informatics, Computing, and Engineering Indiana University Bloomington Indiana USA
  3. Department of Natural Resource Ecology and Management Iowa State University Ames Iowa USA, Cooperative Wildlife Research Lab Southern Illinois University Carbondale Illinois USA
  4. O'Neill School of Public and Environmental Affairs Indiana University Bloomington Indiana USA, Department of Biological and Ecological Engineering Oregon State University Corvallis Oregon USA
  5. Department of Soil, Water, and Climate University of Minnesota St. Paul Minnesota USA
  6. Department of Agronomy Iowa State University Ames Iowa USA, DOE Center for Advanced Bioenergy and Bioproducts Innovation University of Illinois Urbana‐Champaign Illinois USA
Publication Date:
Research Org.:
Center for Advanced Bioenergy and Bioproducts Innovation (CABBI), Urbana, IL (United States)
Sponsoring Org.:
USDOE Office of Science (SC); USDA National Institute of Food and Agriculture Hatch; National Science Foundation (NSF) Innovations at the Nexus of Food, Energy, and Water Systems (INFEWS)
OSTI Identifier:
1987744
Alternate Identifier(s):
OSTI ID: 1988044; OSTI ID: 1995606
Grant/Contract Number:  
SC0018420; 1008969; IOW04414; 1855996
Resource Type:
Published Article
Journal Name:
Global Change Biology. Bioenergy
Additional Journal Information:
Journal Name: Global Change Biology. Bioenergy Journal Volume: 15 Journal Issue: 8; Journal ID: ISSN 1757-1693
Publisher:
Wiley-Blackwell
Country of Publication:
United Kingdom
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; agroecosystem modeling; Agro-IBIS; climate change; miscanthus; nitrogen; water quality

Citation Formats

Ferin, Kelsie M., Balson, Tyler, Audia, Ellen, Ward, Adam S., Liess, Stefan, Twine, Tracy E., and VanLoocke, Andy. Field‐scale analysis of miscanthus production indicates climate change may increase the opportunity for water quality improvement in a key Iowa watershed. United Kingdom: N. p., 2023. Web. doi:10.1111/gcbb.13078.
Ferin, Kelsie M., Balson, Tyler, Audia, Ellen, Ward, Adam S., Liess, Stefan, Twine, Tracy E., & VanLoocke, Andy. Field‐scale analysis of miscanthus production indicates climate change may increase the opportunity for water quality improvement in a key Iowa watershed. United Kingdom. https://doi.org/10.1111/gcbb.13078
Ferin, Kelsie M., Balson, Tyler, Audia, Ellen, Ward, Adam S., Liess, Stefan, Twine, Tracy E., and VanLoocke, Andy. Wed . "Field‐scale analysis of miscanthus production indicates climate change may increase the opportunity for water quality improvement in a key Iowa watershed". United Kingdom. https://doi.org/10.1111/gcbb.13078.
@article{osti_1987744,
title = {Field‐scale analysis of miscanthus production indicates climate change may increase the opportunity for water quality improvement in a key Iowa watershed},
author = {Ferin, Kelsie M. and Balson, Tyler and Audia, Ellen and Ward, Adam S. and Liess, Stefan and Twine, Tracy E. and VanLoocke, Andy},
abstractNote = {Abstract The Raccoon River Basin is the primary source for drinking water in Iowa's largest city and plays a major role in the Mississippi River Basin's high nutrient exports. Future climate change may have major impacts on the biological, physiological, and agronomic processes imposing a threat to ecosystem services. Efforts to reduce nitrogen (N) loads within this basin have included local litigation and the implementation of the Iowa Nutrient Reduction Strategy, which suggest incorporating bioenergy crops (i.e., miscanthus) within the current corn–soybean landscape to reach a 41% reduction in nitrate loads. This study focuses on simulating N export for historical and future land use scenarios by using an agroecosystem model (Agro‐IBIS) and a hydrology model (THMB) at the 500‐m resolution, similar to the scale of agricultural fields. Model simulations are driven by CMIP5 climate data for historical, mid‐century, and late‐century under the RCP 4.5 and 8.5 warming projections. Using recent crop profit analyses for the state of Iowa, profitability maps were generated and nitrogen leaching thresholds were used to determine where miscanthus should replace corn–soybean area to maximize reductions in N pollution. Our results show that miscanthus inclusion on low profit and high N leaching areas can result in a 4% reduction of N loss under current climate conditions and may reduce N loss by 21%–26% under future climate conditions, implying that water quality has the potential continue to improve under future climate conditions when strategically implemented conservation practices are included in future farm management plans.},
doi = {10.1111/gcbb.13078},
journal = {Global Change Biology. Bioenergy},
number = 8,
volume = 15,
place = {United Kingdom},
year = {Wed Jun 28 00:00:00 EDT 2023},
month = {Wed Jun 28 00:00:00 EDT 2023}
}

Journal Article:
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https://doi.org/10.1111/gcbb.13078

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Works referenced in this record:

Canopy warming caused photosynthetic acclimation and reduced seed yield in maize grown at ambient and elevated [CO 2 ]
journal, September 2015

  • Ruiz-Vera, Ursula M.; Siebers, Matthew H.; Drag, David W.
  • Global Change Biology, Vol. 21, Issue 11
  • DOI: 10.1111/gcb.13013

Improving maize growth processes in the community land model: Implementation and evaluation
journal, March 2018


Modeling the potential impacts of climate change on streamflow in agricultural watersheds of the Midwestern United States
journal, May 2013


Nitrate-nitrogen patterns in the Raccoon River Basin related to agricultural practices
journal, May 2009

  • Hatfield, J. L.; McMullen, L. D.; Jones, C. S.
  • Journal of Soil and Water Conservation, Vol. 64, Issue 3
  • DOI: 10.2489/jswc.64.3.190

Changes in soil organic carbon under biofuel crops
journal, February 2009


Subsurface Drainage Nitrate and Total Reactive Phosphorus Losses in Bioenergy-Based Prairies and Corn Systems
journal, September 2015

  • Daigh, Aaron L. M.; Zhou, Xiaobo; Helmers, Matthew J.
  • Journal of Environmental Quality, Vol. 44, Issue 5
  • DOI: 10.2134/jeq2015.02.0080

Assessing the potential to decrease the Gulf of Mexico hypoxic zone with Midwest US perennial cellulosic feedstock production
journal, August 2016

  • VanLoocke, Andy; Twine, Tracy E.; Kucharik, Christopher J.
  • GCB Bioenergy, Vol. 9, Issue 5
  • DOI: 10.1111/gcbb.12385

Plant morphology, genome size, and SSR markers differentiate five distinct taxonomic groups among accessions in the genus Miscanthus
journal, January 2014

  • Chae, Won Byoung; Hong, Sae Jin; Gifford, Justin M.
  • GCB Bioenergy, Vol. 6, Issue 6
  • DOI: 10.1111/gcbb.12101

Water Quality Effects of Economically Viable Land Use Change in the Mississippi River Basin under the Renewable Fuel Standard
journal, January 2021

  • Ferin, Kelsie M.; Chen, Luoye; Zhong, Jia
  • Environmental Science & Technology, Vol. 55, Issue 3
  • DOI: 10.1021/acs.est.0c04358

An integrated biosphere model of land surface processes, terrestrial carbon balance, and vegetation dynamics
journal, December 1996

  • Foley, Jonathan A.; Prentice, I. Colin; Ramankutty, Navin
  • Global Biogeochemical Cycles, Vol. 10, Issue 4
  • DOI: 10.1029/96GB02692

Baseflow contribution to nitrate-nitrogen export from a large, agricultural watershed, USA
journal, August 2004


Nitrogen Management Strategies to Reduce Nitrate Leaching in Tile-Drained Midwestern Soils
journal, January 2002

  • Dinnes, Dana L.; Karlen, Douglas L.; Jaynes, Dan B.
  • Agronomy Journal, Vol. 94, Issue 1
  • DOI: 10.2134/agronj2002.1530

Nitrate losses from Midwest US agroecosystems: Impacts of varied management and precipitation
journal, January 2023

  • Shrestha, D.; Masarik, K.; Kucharik, C. J.
  • Journal of Soil and Water Conservation, Vol. 78, Issue 2
  • DOI: 10.2489/jswc.2023.00048

Greater Sensitivity to Drought Accompanies Maize Yield Increase in the U.S. Midwest
journal, May 2014


Modeling the impact of hydrological changes on nitrate transport in the Mississippi River Basin from 1955 to 1994: ROLE OF HYDROLOGY IN MISSISSIPPI NITRATE FLUX
journal, August 2002

  • Donner, Simon D.; Coe, Michael T.; Lenters, John D.
  • Global Biogeochemical Cycles, Vol. 16, Issue 3
  • DOI: 10.1029/2001GB001396

Environmental outcomes of the US Renewable Fuel Standard
journal, February 2022

  • Lark, Tyler J.; Hendricks, Nathan P.; Smith, Aaron
  • Proceedings of the National Academy of Sciences, Vol. 119, Issue 9
  • DOI: 10.1073/pnas.2101084119

Limits on Yields in the Corn Belt
journal, May 2014


Physical robustness of canopy temperature models for crop heat stress simulation across environments and production conditions
journal, February 2018


Yield stability analysis reveals sources of large-scale nitrogen loss from the US Midwest
journal, April 2019


From Agricultural Intensification to Conservation: Sediment Transport in the Raccoon River, Iowa, 1916-2009
journal, November 2011

  • Jones, Christopher S.; Schilling, Keith E.
  • Journal of Environmental Quality, Vol. 40, Issue 6
  • DOI: 10.2134/jeq2010.0507

Impacts of biofuels production alternatives on water quantity and quality in the Iowa River Basin
journal, January 2012


Targeting perennial vegetation in agricultural landscapes for enhancing ecosystem services
journal, February 2013

  • Asbjornsen, H.; Hernandez-Santana, V.; Liebman, M.
  • Renewable Agriculture and Food Systems, Vol. 29, Issue 2
  • DOI: 10.1017/S1742170512000385

Environmental and cost benefits of multi‐purpose buffers in an agricultural watershed for biomass production
journal, November 2021

  • Ha, Miae; Wu, May
  • Biofuels, Bioproducts and Biorefining, Vol. 16, Issue 1
  • DOI: 10.1002/bbb.2311

Reduced Nitrogen Losses after Conversion of Row Crop Agriculture to Perennial Biofuel Crops
journal, January 2013

  • Smith, Candice M.; David, Mark B.; Mitchell, Corey A.
  • Journal of Environment Quality, Vol. 42, Issue 1
  • DOI: 10.2134/jeq2012.0210

Impacts of Increased Climate Variability on the Profitability of Midwest Agriculture
text, January 1999


Iowa stream nitrate and the Gulf of Mexico
journal, April 2018


Leaching losses of dissolved organic carbon and nitrogen from agricultural soils in the upper US Midwest
journal, September 2020


Global Warming Can Negate the Expected CO 2 Stimulation in Photosynthesis and Productivity for Soybean Grown in the Midwestern United States
journal, March 2013

  • Ruiz-Vera, Ursula M.; Siebers, Matthew; Gray, Sharon B.
  • Plant Physiology, Vol. 162, Issue 1
  • DOI: 10.1104/pp.112.211938

SPARROW Models Used to Understand Nutrient Sources in the Mississippi/Atchafalaya River Basin
journal, September 2013

  • Robertson, Dale M.; Saad, David A.
  • Journal of Environmental Quality, Vol. 42, Issue 5
  • DOI: 10.2134/jeq2013.02.0066

Nitrate, Phosphate, and Ammonium Loads at Subsurface Drains: Agroecosystems and Nitrogen Management
journal, July 2011

  • Hernandez-Ramirez, Guillermo; Brouder, Sylvie M.; Ruark, Matthew D.
  • Journal of Environmental Quality, Vol. 40, Issue 4
  • DOI: 10.2134/jeq2010.0195

Modeling the effects of future land use change on water quality under multiple scenarios: A case study of low-input agriculture with hay/pasture production
journal, November 2016

  • Rajib, Mohammad Adnan; Ahiablame, Laurent; Paul, Manashi
  • Sustainability of Water Quality and Ecology, Vol. 8
  • DOI: 10.1016/j.swaqe.2016.09.001

Terrestrial nitrogen feedbacks may accelerate future climate change: CARBON-NITROGEN FEEDBACKS AFFECT CLIMATE
journal, January 2010

  • Zaehle, Sönke; Friedlingstein, Pierre; Friend, Andrew D.
  • Geophysical Research Letters, Vol. 37, Issue 1
  • DOI: 10.1029/2009GL041345

A century of changing land-use and water-quality relationships in the continental US
journal, August 2009

  • Broussard, Whitney; Turner, R. Eugene
  • Frontiers in Ecology and the Environment, Vol. 7, Issue 6
  • DOI: 10.1890/080085

Targeted subfield switchgrass integration could improve the farm economy, water quality, and bioenergy feedstock production
journal, October 2017

  • Brandes, Elke; McNunn, Gabe S.; Schulte, Lisa A.
  • GCB Bioenergy, Vol. 10, Issue 3
  • DOI: 10.1111/gcbb.12481

Replacing bare fallows with cover crops in fertilizer-intensive cropping systems: A meta-analysis of crop yield and N dynamics
journal, January 2006

  • Tonitto, C.; David, M. B.; Drinkwater, L. E.
  • Agriculture, Ecosystems & Environment, Vol. 112, Issue 1
  • DOI: 10.1016/j.agee.2005.07.003

Peculiarly pleasant weather for US maize
journal, November 2018

  • Butler, Ethan E.; Mueller, Nathaniel D.; Huybers, Peter
  • Proceedings of the National Academy of Sciences, Vol. 115, Issue 47
  • DOI: 10.1073/pnas.1808035115

Water yield responses to high and low spatial resolution climate change scenarios in the Missouri River Basin
journal, February 2003

  • Stone, Mark C.; Hotchkiss, Rollin H.; Mearns, Linda O.
  • Geophysical Research Letters, Vol. 30, Issue 4
  • DOI: 10.1029/2002GL016122

Opportunities for Energy Crop Production Based on Subfield Scale Distribution of Profitability
journal, October 2014

  • Bonner, Ian; Cafferty, Kara; Muth, David
  • Energies, Vol. 7, Issue 10
  • DOI: 10.3390/en7106509

Description and Codification of Miscanthus × giganteus Growth Stages for Phenological Assessment
journal, October 2017


An Overview of CMIP5 and the Experiment Design
journal, April 2012

  • Taylor, Karl E.; Stouffer, Ronald J.; Meehl, Gerald A.
  • Bulletin of the American Meteorological Society, Vol. 93, Issue 4
  • DOI: 10.1175/BAMS‐D‐11‐00094.1

Water Quality in Walnut Creek Watershed: Nitrate‐Nitrogen in Soils, Subsurface Drainage Water, and Shallow Groundwater
journal, January 1999


Sources of Nitrate Yields in the Mississippi River Basin
journal, January 2010

  • David, Mark B.; Drinkwater, Laurie E.; McIsaac, Gregory F.
  • Journal of Environment Quality, Vol. 39, Issue 5
  • DOI: 10.2134/jeq2010.0115

Increasing drought and diminishing benefits of elevated carbon dioxide for soybean yields across the US Midwest
journal, September 2017

  • Jin, Zhenong; Ainsworth, Elizabeth A.; Leakey, Andrew D. B.
  • Global Change Biology, Vol. 24, Issue 2
  • DOI: 10.1111/gcb.13946

The representative concentration pathways: an overview
journal, August 2011


Crop rotation and Raccoon River nitrate
journal, May 2016

  • Jones, C. S.; Seeman, A.; Kyveryga, P. M.
  • Journal of Soil and Water Conservation, Vol. 71, Issue 3
  • DOI: 10.2489/jswc.71.3.206

Soil Warming and Carbon-Cycle Feedbacks to the Climate System
journal, December 2002


and Switchgrass Production in Central Illinois: Impacts on Hydrology and Inorganic Nitrogen Leaching
journal, January 2010

  • McIsaac, Gregory F.; David, Mark B.; Illinois, Corey A. Mitchell University of
  • Journal of Environment Quality, Vol. 39, Issue 5
  • DOI: 10.2134/jeq2009.0497

Dissecting the nonlinear response of maize yield to high temperature stress with model‐data integration
journal, May 2019

  • Zhu, Peng; Zhuang, Qianlai; Archontoulis, Sotirios V.
  • Global Change Biology
  • DOI: 10.1111/gcb.14632

Yield response of field‐grown soybean exposed to heat waves under current and elevated [CO 2 ]
journal, September 2019

  • Thomey, Michell L.; Slattery, Rebecca A.; Köhler, Iris H.
  • Global Change Biology, Vol. 25, Issue 12
  • DOI: 10.1111/gcb.14796

Monitoring US agriculture: the US Department of Agriculture, National Agricultural Statistics Service, Cropland Data Layer Program
journal, August 2011


Soil Nitrogen Mineralization Influenced by Crop Rotation and Nitrogen Fertilization
journal, November 2000

  • Carpenter-Boggs, Lynne; Pikul, Joseph L.; Vigil, Merle F.
  • Soil Science Society of America Journal, Vol. 64, Issue 6
  • DOI: 10.2136/sssaj2000.6462038x

Iowa’s agriculture is losing its Goldilocks climate
journal, February 2020

  • Takle, Eugene S.; Gutowski, William J.
  • Physics Today, Vol. 73, Issue 2
  • DOI: 10.1063/pt.3.4407

Testing the performance of a dynamic global ecosystem model: Water balance, carbon balance, and vegetation structure
journal, September 2000

  • Kucharik, Christopher J.; Foley, Jonathan A.; Delire, Christine
  • Global Biogeochemical Cycles, Vol. 14, Issue 3
  • DOI: 10.1029/1999GB001138

RISING ATMOSPHERIC CARBON DIOXIDE: Plants FACE the Future
journal, June 2004


Measuring land-use and land-cover change using the U.S. department of agriculture’s cropland data layer: Cautions and recommendations
journal, October 2017

  • Lark, Tyler J.; Mueller, Richard M.; Johnson, David M.
  • International Journal of Applied Earth Observation and Geoinformation, Vol. 62
  • DOI: 10.1016/j.jag.2017.06.007

Heat and Drought Stresses in Crops and Approaches for Their Mitigation
journal, February 2018


The combined and separate impacts of climate extremes on the current and future US rainfed maize and soybean production under elevated CO 2
journal, January 2017

  • Jin, Zhenong; Zhuang, Qianlai; Wang, Jiali
  • Global Change Biology, Vol. 23, Issue 7
  • DOI: 10.1111/gcb.13617

Excessive rainfall leads to maize yield loss of a comparable magnitude to extreme drought in the United States
journal, April 2019

  • Li, Yan; Guan, Kaiyu; Schnitkey, Gary D.
  • Global Change Biology
  • DOI: 10.1111/gcb.14628