JSM Proceedings 2023
Published October 13, 2023 | Version v1
Working paper Open

Machine Learning and Climate Indicators as an Approach to Enhance Operational Decisions

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  • 1. ROR icon National Agricultural Statistics Service

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  • 1. ROR icon National Agricultural Statistics Service

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2023-10-13

References

  • Ben-Ari, T., Adrian, J., Klein, T., Calanca, P., Van der Velde, M., & Makowski, D. (2016). Identifying indicators for extreme wheat and maize yield losses. Agricultural and Forest Meteorology, 220, 130-140.
  • Ben-Ari, T. et al. (2018). Causes and implications of the unforeseen 2016 extreme yield loss in the breadbasket of France. Nature Communications, 9, 1627.
  • Ceglar, A., Toreti, A., Lecerf, R., Van der Velde, M., & Dentener, F. (2016). Impact of meteorological drivers on regional inter-annual crop yield variability in France. Agricultural and forest meteorology, 216, 58-67.
  • Cruze, N. B. (2015). Integrating survey data with auxiliary sources of information to estimate crop yields. In JSM Proceedings, Survey Research Methods Section. Alexandria, VA: American Statistical Association.
  • Harfield, J. L., & Prueger, J. H. (2015). Temperature extremes: Effect on plant growth and development. Weather and Climate Events, 10, Part A, 4-10. https://doi.org/10.1016/j.wace.2015.08.001
  • Iizumi, T., & Ramankutty, N. (2015). How do weather and climate influence cropping area and intensity? Global Food Security, 4, 46-50. https://doi.org/10.1016/j.gfs.2014.11.003
  • Irvin, S. (2021). Was the final USDA estimate of the 2020 U.S. corn yield an outlier? farmdoc daily, 11, 30. Department of Agricultural and Consumer Economics, University of Illinois at Urbana-Champaign.
  • Johansson, R., Luebehusen, E., Morris, B., Shannon, H., & Meyer, S. (2015). Monitoring the impacts of weather and climate extremes on global agricultural production. Weather and Climate Extremes, 10, 65-71.
  • Lobell, D. B., & Field, C. B. (2007). Global scale climate–crop yield relationships and the impacts of recent warming. Environmental research letters, 2(1), 014002.
  • Mendelsohn, R. (2007). What causes crop failure?. Climatic change, 81(1), 61-70.
  • Motha, R. P. (2011). Chapter 30: The impact of extreme weather events on agriculture in the United States. In S. D. Attri, L. S. Rathore, M. V. Sivakumar, & S. K. Dash, Challenge and opportunities in agrometeorology (pp. 397-407). https://doi.org/10.1007/978-3-642-19360-6_30
  • Office of Management and Budget (1985). Statistical Policy Directive No. 3: Compilation, Release, and Evaluation of Principal Federal Economic Indicators. 50 Fed. Reg. 186.
  • Ray, D. K., Gerber, J. S., MacDonald, G. K., & West, P. C. (2015). Climate variation explains a third of global crop yield variability. Nature communications, 6, 5989. https://doi.org/10.1038/ncomms6989
  • Rizzo, G., Monzon, J. P., Tenorio, F. A., Howard, R., Cassman, K. G., & Grassini, P. (2022). Climate and agronomy, not genetics, underpin recent maize yield gains in favorable environments. Proceedings of the National Academy of Sciences, 119(4), e2113629119. https://doi.org/10.1073/pnas.2113629119
  • Tavakol, A., Rahmani, V., & Harrington Jr, J. (2020). Probability of compound climate extremes in a changing climate: A copula-based study of hot, dry, and windy events in the central United States. Environmental research letters, 15(10), 104058.
  • Vogel, F. & Bange, G. (1998). Understanding Crop Statistics. United States Department of Agriculture. Miscellaneous Publication No. 1554.
  • Walsh, M. K., P. Backlund, L. Buja, A. DeGaetano, R. Melnick, L. Prokopy, E. Takle, D. Todey, L. Ziska. 2020. Climate Indicators for Agriculture. USDA Technical Bulletin 1953. Washington, DC. 70 pages.DOI https://doi.org/10.25675/10217/210930.
  • Woli, P. et al. (2013). Agricultural reference index for drought (ARID). Agronomy Journal, 104, 287-300.
  • Zhao, H., Zhang, L., Kirkham, M. B., Welch, S. M., Nielsen-Gammon, J. W., Bai, G., ... & Lin, X. (2022). US winter wheat yield loss attributed to compound hot-dry-windy events. Nature communications, 13(1), 7233.