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Forecasting future crop suitability with microclimate data

Author

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  • Gardner, A.S.
  • Maclean, I.M.D.
  • Gaston, K.J.
  • Bütikofer, L.

Abstract

Against a background of unprecedented climate change, humanity faces the challenge of how to increase global food production without compromising the natural environment. Crop suitability models can indicate the best locations to grow different crops and, in doing so, support efficient use of land to leave space for, or share space with, nature. However, challenges in downscaling the climate data needed to drive these models to make predictions for the future has meant that they are often run using national or regional climate projections. At finer spatial scales, variation in climate conditions can have a substantial influence on yield and so the continued use of coarse resolution climate data risks maladaptive agricultural decisions. Opportunities to grow novel crops, for which knowledge of local variation in microclimate may be critical, may be missed.

Suggested Citation

  • Gardner, A.S. & Maclean, I.M.D. & Gaston, K.J. & Bütikofer, L., 2021. "Forecasting future crop suitability with microclimate data," Agricultural Systems, Elsevier, vol. 190(C).
    • Handle: RePEc:eee:agisys:v:190:y:2021:i:c:s0308521x21000378
    DOI: 10.1016/j.agsy.2021.103084
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    1. van der Velde, Marijn & Biavetti, Irene & El-Aydam, Mohamed & Niemeyer, Stefan & Santini, Fabien & van den Berg, Maurits, 2019. "Use and relevance of European Union crop monitoring and yield forecasts," Agricultural Systems, Elsevier, vol. 168(C), pages 224-230.
    2. Brubaker, Sterling, 1977. "Land--The Far Horizon," 1977 AAEA-WAEA Joint Meeting, July 31-August 3, San Diego, California 283611, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    3. Sterling Brubaker, 1977. "Land—The Far Horizon," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 59(5), pages 1037-1044.
    4. Lauren E. Parker & John T. Abatzoglou, 2018. "Shifts in the thermal niche of almond under climate change," Climatic Change, Springer, vol. 147(1), pages 211-224, March.
    5. Corey Lesk & Pedram Rowhani & Navin Ramankutty, 2016. "Influence of extreme weather disasters on global crop production," Nature, Nature, vol. 529(7584), pages 84-87, January.
    6. Irmak, Suat & Kukal, Meetpal S. & Mohammed, Ali T. & Djaman, Koffi, 2019. "Disk-till vs. no-till maize evapotranspiration, microclimate, grain yield, production functions and water productivity," Agricultural Water Management, Elsevier, vol. 216(C), pages 177-195.
    7. Confalonieri, Roberto & Acutis, Marco & Bellocchi, Gianni & Donatelli, Marcello, 2009. "Multi-metric evaluation of the models WARM, CropSyst, and WOFOST for rice," Ecological Modelling, Elsevier, vol. 220(11), pages 1395-1410.
    8. A. J. Challinor & J. Watson & D. B. Lobell & S. M. Howden & D. R. Smith & N. Chhetri, 2014. "A meta-analysis of crop yield under climate change and adaptation," Nature Climate Change, Nature, vol. 4(4), pages 287-291, April.
    9. Peltonen-Sainio, Pirjo & Jauhiainen, Lauri & Laurila, Heikki & Sorvali, Jaana & Honkavaara, Eija & Wittke, Samantha & Karjalainen, Mika & Puttonen, Eetu, 2019. "Land use optimization tool for sustainable intensification of high-latitude agricultural systems," Land Use Policy, Elsevier, vol. 88(C).
    10. A. Kosanic & S. Harrison & K. Anderson & I. Kavcic, 2014. "Present and historical climate variability in South West England," Climatic Change, Springer, vol. 124(1), pages 221-237, May.
    11. de Wit, Allard & Boogaard, Hendrik & Fumagalli, Davide & Janssen, Sander & Knapen, Rob & van Kraalingen, Daniel & Supit, Iwan & van der Wijngaart, Raymond & van Diepen, Kees, 2019. "25 years of the WOFOST cropping systems model," Agricultural Systems, Elsevier, vol. 168(C), pages 154-167.
    12. Angelsen, Arild & Shitindi, Eric F. Katemansimba & Aarrestad, Jostein, 1999. "Why do farmers expand their land into forests? Theories and evidence from Tanzania," Environment and Development Economics, Cambridge University Press, vol. 4(3), pages 313-331, July.
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    1. Talukdar, Swapan & Naikoo, Mohd Waseem & Mallick, Javed & Praveen, Bushra & Shahfahad, & Sharma, Pritee & Islam, Abu Reza Md. Towfiqul & Pal, Swades & Rahman, Atiqur, 2022. "Coupling geographic information system integrated fuzzy logic-analytical hierarchy process with global and machine learning based sensitivity analysis for agricultural suitability mapping," Agricultural Systems, Elsevier, vol. 196(C).
    2. Kalpana Jain & Naveen Choudhary, 2022. "Comparative analysis of machine learning techniques for predicting production capability of crop yield," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 13(1), pages 583-593, March.

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