Crop yield response to climate change varies with crop spatial distribution pattern
Abstract
The linkage between crop yield and climate variability has been confirmed in numerous studies using statistical approaches. A crucial assumption in these studies is that crop spatial distribution pattern is constant over time. Here, we explore how changes in county-level corn spatial distribution pattern modulate the response of its yields to climate change at the state level over the Contiguous United States. Our results show that corn yield response to climate change varies with crop spatial distribution pattern, with distinct impacts on the magnitude and even the direction at the state level. Corn yield is predicted to decrease by 20~40% by 2050s when considering crop spatial distribution pattern changes, which is 6~12% less than the estimates with fixed cropping pattern. The beneficial effects are mainly achieved by reducing the negative impacts of daily maximum temperature and strengthening the positive impacts of precipitation. Our results indicate that previous empirical studies could be biased in assessing climate change impacts by ignoring the changes in crop spatial distribution pattern. As a result, this has great implications for understanding the increasing debates on whether climate change will be a net gain or loss for regional agriculture.
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1363996
- Report Number(s):
- PNNL-SA-125055
Journal ID: ISSN 2045-2322; KP1703030
- Grant/Contract Number:
- AC05-76RL01830
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Scientific Reports
- Additional Journal Information:
- Journal Volume: 7; Journal Issue: 1; Journal ID: ISSN 2045-2322
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; climate-change impacts; environmental impact
Citation Formats
Leng, Guoyong, and Huang, Maoyi. Crop yield response to climate change varies with crop spatial distribution pattern. United States: N. p., 2017.
Web. doi:10.1038/s41598-017-01599-2.
Leng, Guoyong, & Huang, Maoyi. Crop yield response to climate change varies with crop spatial distribution pattern. United States. https://doi.org/10.1038/s41598-017-01599-2
Leng, Guoyong, and Huang, Maoyi. Wed .
"Crop yield response to climate change varies with crop spatial distribution pattern". United States. https://doi.org/10.1038/s41598-017-01599-2. https://www.osti.gov/servlets/purl/1363996.
@article{osti_1363996,
title = {Crop yield response to climate change varies with crop spatial distribution pattern},
author = {Leng, Guoyong and Huang, Maoyi},
abstractNote = {The linkage between crop yield and climate variability has been confirmed in numerous studies using statistical approaches. A crucial assumption in these studies is that crop spatial distribution pattern is constant over time. Here, we explore how changes in county-level corn spatial distribution pattern modulate the response of its yields to climate change at the state level over the Contiguous United States. Our results show that corn yield response to climate change varies with crop spatial distribution pattern, with distinct impacts on the magnitude and even the direction at the state level. Corn yield is predicted to decrease by 20~40% by 2050s when considering crop spatial distribution pattern changes, which is 6~12% less than the estimates with fixed cropping pattern. The beneficial effects are mainly achieved by reducing the negative impacts of daily maximum temperature and strengthening the positive impacts of precipitation. Our results indicate that previous empirical studies could be biased in assessing climate change impacts by ignoring the changes in crop spatial distribution pattern. As a result, this has great implications for understanding the increasing debates on whether climate change will be a net gain or loss for regional agriculture.},
doi = {10.1038/s41598-017-01599-2},
journal = {Scientific Reports},
number = 1,
volume = 7,
place = {United States},
year = {Wed May 03 00:00:00 EDT 2017},
month = {Wed May 03 00:00:00 EDT 2017}
}
Free Publicly Available Full Text
Publisher's Version of Record
Other availability
Search WorldCat to find libraries that may hold this journal
Cited by: 52 works
Citation information provided by
Web of Science
Web of Science
Save to My Library
You must Sign In or Create an Account in order to save documents to your library.
Works referenced in this record:
Prediction of Rice Production in the Philippines Using Seasonal Climate Forecasts
text, January 2012
- Robertson, Andrew W.; Ines, Amor Valeriano M.; Qian, Jianhua
- Columbia University
Climate and Management Contributions to Recent Trends in U.S. Agricultural Yields
journal, February 2003
- Lobell, D. B.
- Science, Vol. 299, Issue 5609
How much has the increase in atmospheric CO2 directly affected past soybean production?
journal, May 2014
- Sakurai, Gen; Iizumi, Toshichika; Nishimori, Motoki
- Scientific Reports, Vol. 4, Issue 1
Nonlinear temperature effects indicate severe damages to U.S. crop yields under climate change
journal, August 2009
- Schlenker, Wolfram; Roberts, Michael J.
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 37
A baseline probabilistic drought forecasting framework using standardized soil moisture index: application to the 2012 United States drought
journal, January 2014
- AghaKouchak, A.
- Hydrology and Earth System Sciences, Vol. 18, Issue 7
The impacts of future climate and carbon dioxide changes on the average and variability of US maize yields under two emission scenarios
journal, March 2015
- Urban, Daniel W.; Sheffield, Justin; Lobell, David B.
- Environmental Research Letters, Vol. 10, Issue 4
Historical effects of temperature and precipitation on California crop yields
journal, January 2007
- Lobell, David B.; Cahill, Kimberly Nicholas; Field, Christopher B.
- Climatic Change, Vol. 81, Issue 2
Potential impact of climate change on world food supply
journal, January 1994
- Rosenzweig, Cynthia; Parry, Martin L.
- Nature, Vol. 367, Issue 6459
Projected temperature changes indicate significant increase in interannual variability of U.S. maize yields: A Letter
journal, March 2012
- Urban, Daniel; Roberts, Michael J.; Schlenker, Wolfram
- Climatic Change, Vol. 112, Issue 2
Emergence of new hydrologic regimes of surface water resources in the conterminous United States under future warming
journal, October 2016
- Leng, Guoyong; Huang, Maoyi; Voisin, Nathalie
- Environmental Research Letters, Vol. 11, Issue 11
Global scale climate–crop yield relationships and the impacts of recent warming
journal, March 2007
- Lobell, David B.; Field, Christopher B.
- Environmental Research Letters, Vol. 2, Issue 1
Prioritizing Climate Change Adaptation Needs for Food Security in 2030
journal, February 2008
- Lobell, D. B.; Burke, M. B.; Tebaldi, C.
- Science, Vol. 319, Issue 5863
Climate variation explains a third of global crop yield variability
journal, January 2015
- Ray, Deepak K.; Gerber, James S.; MacDonald, Graham K.
- Nature Communications, Vol. 6, Issue 1
Do nonlinear temperature effects indicate severe damages to US crop yields under climate change?
journal, October 2009
- Meerburg, B. G.; Verhagen, A.; Jongschaap, R. E. E.
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 43
MIRCA2000-Global monthly irrigated and rainfed crop areas around the year 2000: A new high-resolution data set for agricultural and hydrological modeling: MONTHLY IRRIGATED AND RAINFED CROP AREAS
journal, March 2010
- Portmann, Felix T.; Siebert, Stefan; Döll, Petra
- Global Biogeochemical Cycles, Vol. 24, Issue 1
Dependence of maize yield on hydrothermal factors in various agro-climatic zones of the Rostov region of Russia in the context of climate change
journal, May 2022
- Gudko, Vasiliy; Usatov, Alexander; Denisenko, Yuri
- International Journal of Biometeorology, Vol. 66, Issue 7
Greater Sensitivity to Drought Accompanies Maize Yield Increase in the U.S. Midwest
journal, May 2014
- Lobell, D. B.; Roberts, M. J.; Schlenker, W.
- Science, Vol. 344, Issue 6183
Soil mulching significantly enhances yields and water and nitrogen use efficiencies of maize and wheat: a meta-analysis
journal, November 2015
- Qin, Wei; Hu, Chunsheng; Oenema, Oene
- Scientific Reports, Vol. 5, Issue 1
Water and climate: Recognize anthropogenic drought
journal, August 2015
- AghaKouchak, Amir; Feldman, David; Hoerling, Martin
- Nature, Vol. 524, Issue 7566
A Nonparametric Multivariate Multi-Index Drought Monitoring Framework
journal, February 2014
- Hao, Zengchao; AghaKouchak, Amir
- Journal of Hydrometeorology, Vol. 15, Issue 1
Impacts of El Niño Southern Oscillation on the global yields of major crops
journal, May 2014
- Iizumi, Toshichika; Luo, Jing-Jia; Challinor, Andrew J.
- Nature Communications, Vol. 5, Issue 1
Simulating county-level crop yields in the Conterminous United States using the Community Land Model: The effects of optimizing irrigation and fertilization: IMPROVING CROP YIELD SIMULATIONS IN CLM
journal, December 2016
- Leng, Guoyong; Zhang, Xuesong; Huang, Maoyi
- Journal of Advances in Modeling Earth Systems, Vol. 8, Issue 4
Effect of crop rotation and fertilisation on maize and wheat yields and yield stability in a long-term experiment
journal, July 2000
- Berzsenyi, Zoltán; Győrffy, Béla; Lap, DangQuoc
- European Journal of Agronomy, Vol. 13, Issue 2-3
Increased crop damage in the US from excess precipitation under climate change
journal, October 2002
- Rosenzweig, Cynthia; Tubiello, Francesco N.; Goldberg, Richard
- Global Environmental Change, Vol. 12, Issue 3
Drought effects on US maize and soybean production: spatiotemporal patterns and historical changes
journal, September 2016
- Zipper, Samuel C.; Qiu, Jiangxiao; Kucharik, Christopher J.
- Environmental Research Letters, Vol. 11, Issue 9
The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather
journal, March 2007
- Deschênes, Olivier; Greenstone, Michael
- The American Economic Review, Vol. 97, Issue 1
Response of double cropping suitability to climate change in the United States
journal, January 2015
- Seifert, Christopher A.; Lobell, David B.
- Environmental Research Letters, Vol. 10, Issue 2
On the use of statistical models to predict crop yield responses to climate change
journal, October 2010
- Lobell, David B.; Burke, Marshall B.
- Agricultural and Forest Meteorology, Vol. 150, Issue 11
Influence of extreme weather disasters on global crop production
journal, January 2016
- Lesk, Corey; Rowhani, Pedram; Ramankutty, Navin
- Nature, Vol. 529, Issue 7584
Climate Trends and Global Crop Production Since 1980
journal, May 2011
- Lobell, D. B.; Schlenker, W.; Costa-Roberts, J.
- Science, Vol. 333, Issue 6042
Robust negative impacts of climate change on African agriculture
journal, January 2010
- Schlenker, Wolfram; Lobell, David B.
- Environmental Research Letters, Vol. 5, Issue 1
Uncertainty in simulating wheat yields under climate change
journal, June 2013
- Asseng, S.; Ewert, F.; Rosenzweig, C.
- Nature Climate Change, Vol. 3, Issue 9
Climate variability and crop production in Tanzania
journal, April 2011
- Rowhani, Pedram; Lobell, David B.; Linderman, Marc
- Agricultural and Forest Meteorology, Vol. 151, Issue 4
Thirty-year tillage effects on crop yield and soil fertility indicators
journal, June 2013
- Karlen, Douglas L.; Kovar, John L.; Cambardella, Cynthia A.
- Soil and Tillage Research, Vol. 130
A meta-analysis of crop yield under climate change and adaptation
journal, March 2014
- Challinor, A. J.; Watson, J.; Lobell, D. B.
- Nature Climate Change, Vol. 4, Issue 4
Impact of growing season temperature on wheat productivity in China
journal, June 2009
- You, Liangzhi; Rosegrant, Mark W.; Wood, Stanley
- Agricultural and Forest Meteorology, Vol. 149, Issue 6-7
Emergence of new hydrologic regimes of surface water resources in the conterminous United States under future warming
journal, October 2016
- Leng, Guoyong; Huang, Maoyi; Voisin, Nathalie
- Environmental Research Letters, Vol. 11, Issue 11
A Long-Term Hydrologically Based Dataset of Land Surface Fluxes and States for the Conterminous United States*
journal, November 2002
- Maurer, E. P.; Wood, A. W.; Adam, J. C.
- Journal of Climate, Vol. 15, Issue 22
Global warming and changes in risk of concurrent climate extremes: Insights from the 2014 California drought: Global Warming and Concurrent Extremes
journal, December 2014
- AghaKouchak, Amir; Cheng, Linyin; Mazdiyasni, Omid
- Geophysical Research Letters, Vol. 41, Issue 24
Evidence for a climate signal in trends of global crop yield variability over the past 50 years
journal, April 2013
- Osborne, T. M.; Wheeler, T. R.
- Environmental Research Letters, Vol. 8, Issue 2
Similar estimates of temperature impacts on global wheat yield by three independent methods
journal, September 2016
- Liu, Bing; Asseng, Senthold; Müller, Christoph
- Nature Climate Change, Vol. 6, Issue 12
Climate and Management Contributions to Recent Trends in U.S. Agricultural Yields
journal, February 2003
- Lobell, D. B.
- Science, Vol. 299, Issue 5609
Prediction of Rice Production in the Philippines using Seasonal Climate Forecasts
text, January 2012
- Koide, Naohisa; Robertson, Andrew W.; Ines, Amor Valeriano M.
- Columbia University
A baseline probabilistic drought forecasting framework using standardized soil moisture index: application to the 2012 United States drought
journal, January 2014
- AghaKouchak, A.
- Hydrology and Earth System Sciences, Vol. 18, Issue 7
Increased crop damage in the US from excess precipitation under climate change
journal, October 2002
- Rosenzweig, Cynthia; Tubiello, Francesco N.; Goldberg, Richard
- Global Environmental Change, Vol. 12, Issue 3
Global scale climate–crop yield relationships and the impacts of recent warming
journal, March 2007
- Lobell, David B.; Field, Christopher B.
- Environmental Research Letters, Vol. 2, Issue 1
Climate variation explains a third of global crop yield variability
journal, January 2015
- Ray, Deepak K.; Gerber, James S.; MacDonald, Graham K.
- Nature Communications, Vol. 6, Issue 1
The impacts of future climate and carbon dioxide changes on the average and variability of US maize yields under two emission scenarios
journal, March 2015
- Urban, Daniel W.; Sheffield, Justin; Lobell, David B.
- Environmental Research Letters, Vol. 10, Issue 4
Historical effects of temperature and precipitation on California crop yields
journal, January 2007
- Lobell, David B.; Cahill, Kimberly Nicholas; Field, Christopher B.
- Climatic Change, Vol. 81, Issue 2
Adaptation to climate change through the choice of cropping system and sowing date in sub-Saharan Africa
journal, February 2013
- Waha, K.; Müller, C.; Bondeau, A.
- Global Environmental Change, Vol. 23, Issue 1
Potential impact of climate change on world food supply
journal, January 1994
- Rosenzweig, Cynthia; Parry, Martin L.
- Nature, Vol. 367, Issue 6459
Projected temperature changes indicate significant increase in interannual variability of U.S. maize yields: A Letter
journal, March 2012
- Urban, Daniel; Roberts, Michael J.; Schlenker, Wolfram
- Climatic Change, Vol. 112, Issue 2
Prediction of seasonal climate-induced variations in global food production
journal, July 2013
- Iizumi, Toshichika; Sakuma, Hirofumi; Yokozawa, Masayuki
- Nature Climate Change, Vol. 3, Issue 10
Cropping frequency and area response to climate variability can exceed yield response
journal, March 2016
- Cohn, Avery S.; VanWey, Leah K.; Spera, Stephanie A.
- Nature Climate Change, Vol. 6, Issue 6
Climate variability and crop production in Tanzania
journal, April 2011
- Rowhani, Pedram; Lobell, David B.; Linderman, Marc
- Agricultural and Forest Meteorology, Vol. 151, Issue 4
Influence of extreme weather disasters on global crop production
text, January 2019
- Lesk, Corey; Rowhani, Pedram; Ramankutty, Navin
- The University of British Columbia
Prioritizing Climate Change Adaptation Needs for Food Security in 2030
journal, February 2008
- Lobell, D. B.; Burke, M. B.; Tebaldi, C.
- Science, Vol. 319, Issue 5863
Spatio–temporal distribution of rice phenology and cropping systems in the Mekong Delta with special reference to the seasonal water flow of the Mekong and Bassac rivers
journal, January 2006
- Sakamoto, Toshihiro; Van Nguyen, Nhan; Ohno, Hiroyuki
- Remote Sensing of Environment, Vol. 100, Issue 1
The Contribution of Commercial Fertilizer Nutrients to Food Production
journal, January 2005
- Stewart, W. M.; Dibb, D. W.; Johnston, A. E.
- Agronomy Journal, Vol. 97, Issue 1
Robust negative impacts of climate change on African agriculture
journal, January 2010
- Schlenker, Wolfram; Lobell, David B.
- Environmental Research Letters, Vol. 5, Issue 1
The Impact of Global Warming on U.S. Agriculture: An Econometric Analysis of Optimal Growing Conditions
journal, February 2006
- Schlenker, Wolfram; Hanemann, W. Michael; Fisher, Anthony C.
- Review of Economics and Statistics, Vol. 88, Issue 1
The critical role of extreme heat for maize production in the United States
journal, March 2013
- Lobell, David B.; Hammer, Graeme L.; McLean, Greg
- Nature Climate Change, Vol. 3, Issue 5
The critical role of extreme heat for maize production in the United States
journal, March 2013
- Lobell, David B.; Hammer, Graeme L.; McLean, Greg
- Nature Climate Change, Vol. 3, Issue 5
On the use of statistical models to predict crop yield responses to climate change
journal, October 2010
- Lobell, David B.; Burke, Marshall B.
- Agricultural and Forest Meteorology, Vol. 150, Issue 11
Spatio–temporal distribution of rice phenology and cropping systems in the Mekong Delta with special reference to the seasonal water flow of the Mekong and Bassac rivers
journal, January 2006
- Sakamoto, Toshihiro; Van Nguyen, Nhan; Ohno, Hiroyuki
- Remote Sensing of Environment, Vol. 100, Issue 1
The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather
journal, March 2007
- Deschênes, Olivier; Greenstone, Michael
- The American Economic Review, Vol. 97, Issue 1
The Role of Climate Covariability on Crop Yields in the Conterminous United States
journal, September 2016
- Leng, Guoyong; Zhang, Xuesong; Huang, Maoyi
- Scientific Reports, Vol. 6, Issue 1
Impacts of long-term temperature change and variability on electricity investments
journal, March 2021
- Khan, Zarrar; Iyer, Gokul; Patel, Pralit
- Nature Communications, Vol. 12, Issue 1
Water and climate: Recognize anthropogenic drought
journal, August 2015
- AghaKouchak, Amir; Feldman, David; Hoerling, Martin
- Nature, Vol. 524, Issue 7566
Response of double cropping suitability to climate change in the United States
journal, January 2015
- Seifert, Christopher A.; Lobell, David B.
- Environmental Research Letters, Vol. 10, Issue 2
Global integrated drought monitoring and prediction system
journal, March 2014
- Hao, Zengchao; AghaKouchak, Amir; Nakhjiri, Navid
- Scientific Data, Vol. 1, Issue 1
Characterizing Long-Term Land Use/Cover Change in the United States from 1850 to 2000 Using a Nonlinear Bi-analytical Model
journal, November 2012
- Kumar, Sanjiv; Merwade, Venkatesh; Rao, P. Suresh C.
- AMBIO, Vol. 42, Issue 3
The Contribution of Commercial Fertilizer Nutrients to Food Production
journal, January 2005
- Stewart, W. M.; Dibb, D. W.; Johnston, A. E.
- Agronomy Journal, Vol. 97, Issue 1
Prediction of seasonal climate-induced variations in global food production
journal, July 2013
- Iizumi, Toshichika; Sakuma, Hirofumi; Yokozawa, Masayuki
- Nature Climate Change, Vol. 3, Issue 10
Substantial increase in concurrent droughts and heatwaves in the United States
journal, August 2015
- Mazdiyasni, Omid; AghaKouchak, Amir
- Proceedings of the National Academy of Sciences, Vol. 112, Issue 37
Hydrologic Implications of Dynamical and Statistical Approaches to Downscaling Climate Model Outputs
journal, January 2004
- Wood, A. W.; Leung, L. R.; Sridhar, V.
- Climatic Change, Vol. 62, Issue 1-3
Geographic distribution of major crops across the world: GLOBAL CROP DISTRIBUTION
journal, January 2004
- Leff, Billie; Ramankutty, Navin; Foley, Jonathan A.
- Global Biogeochemical Cycles, Vol. 18, Issue 1
Soil mulching significantly enhances yields and water and nitrogen use efficiencies of maize and wheat: a meta-analysis
journal, November 2015
- Qin, Wei; Hu, Chunsheng; Oenema, Oene
- Scientific Reports, Vol. 5, Issue 1
Thirty-year tillage effects on crop yield and soil fertility indicators
journal, June 2013
- Karlen, Douglas L.; Kovar, John L.; Cambardella, Cynthia A.
- Soil and Tillage Research, Vol. 130
Rising temperatures reduce global wheat production
journal, December 2014
- Asseng, S.; Ewert, F.; Martre, P.
- Nature Climate Change, Vol. 5, Issue 2
Influence of extreme weather disasters on global crop production
journal, January 2016
- Lesk, Corey; Rowhani, Pedram; Ramankutty, Navin
- Nature, Vol. 529, Issue 7584
Prediction of Rice Production in the Philippines Using Seasonal Climate Forecasts
journal, March 2013
- Koide, Naohisa; Robertson, Andrew W.; Ines, Amor V. M.
- Journal of Applied Meteorology and Climatology, Vol. 52, Issue 3
Climate Trends and Global Crop Production Since 1980
journal, May 2011
- Lobell, D. B.; Schlenker, W.; Costa-Roberts, J.
- Science, Vol. 333, Issue 6042
Modeling the Effects of Groundwater-Fed Irrigation on Terrestrial Hydrology over the Conterminous United States
journal, June 2014
- Leng, Guoyong; Huang, Maoyi; Tang, Qiuhong
- Journal of Hydrometeorology, Vol. 15, Issue 3
Similar estimates of temperature impacts on global wheat yield by three independent methods
journal, September 2016
- Liu, Bing; Asseng, Senthold; Müller, Christoph
- Nature Climate Change, Vol. 6, Issue 12
The Impact of Global Warming on U.S. Agriculture: An Econometric Analysis of Optimal Growing Conditions
journal, February 2006
- Schlenker, Wolfram; Hanemann, W. Michael; Fisher, Anthony C.
- Review of Economics and Statistics, Vol. 88, Issue 1
Works referencing / citing this record:
Exposure of the EU-28 food imports to extreme weather disasters in exporting countries
journal, October 2019
- Brás, Teresa Armada; Jägermeyr, Jonas; Seixas, Júlia
- Food Security, Vol. 11, Issue 6
A fuzzy logic decision support model for climate-driven biomass loss risk in western Oregon and Washington
journal, October 2019
- Sheehan, T.; Bachelet, D.
- PLOS ONE, Vol. 14, Issue 10
Projected climate and agronomic implications for corn production in the Northeastern United States
journal, June 2018
- Prasad, Rishi; Gunn, Stephan Kpoti; Rotz, Clarence Alan
- PLOS ONE, Vol. 13, Issue 6
Climate change and geographic shifts in rice production in China
journal, February 2019
- Wang, Hongfei; Hijmans, Robert J.
- Environmental Research Communications, Vol. 1, Issue 1
Effect of Climate Change on the Yield of Cereal Crops: A Review
journal, May 2018
- Wang, Jin; Vanga, Sai; Saxena, Rachit
- Climate, Vol. 6, Issue 2
Climate change decreases suitable areas for rapeseed cultivation in Europe but provides new opportunities for white mustard as an alternative oilseed for biofuel production
journal, November 2018
- Jaime, Rafael; Alcántara, Julio M.; Manzaneda, Antonio J.
- PLOS ONE, Vol. 13, Issue 11
Changes in daily maximum temperature extremes across India over 1951–2014 and their relation with cereal crop productivity
journal, September 2018
- Chakraborty, Debasish; Sehgal, Vinay Kumar; Dhakar, Rajkumar
- Stochastic Environmental Research and Risk Assessment, Vol. 32, Issue 11
Climate-Driven Crop Yield and Yield Variability and Climate Change Impacts on the U.S. Great Plains Agricultural Production
journal, February 2018
- Kukal, Meetpal S.; Irmak, Suat
- Scientific Reports, Vol. 8, Issue 1
A fuzzy logic decision support model for climate-driven biomass loss risk in western Oregon and Washington
journal, October 2019
- Sheehan, T.; Bachelet, D.
- PLOS ONE, Vol. 14, Issue 10
Climate adaptation by crop migration
journal, March 2020
- Sloat, Lindsey L.; Davis, Steven J.; Gerber, James S.
- Nature Communications, Vol. 11, Issue 1
Climate-Driven Crop Yield and Yield Variability and Climate Change Impacts on the U.S. Great Plains Agricultural Production
journal, February 2018
- Kukal, Meetpal S.; Irmak, Suat
- Scientific Reports, Vol. 8, Issue 1
When Will Current Climate Extremes Affecting Maize Production Become the Norm?
journal, February 2019
- Zampieri, M.; Ceglar, A.; Dentener, F.
- Earth's Future, Vol. 7, Issue 2