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Toward a New Generation of Agricultural System Data, Models, and Knowledge Products: State of Agricultural Systems ScienceWe review the current state of agricultural systems science, focusing in particular on the capabilities and limitations of agricultural systems models. We discuss the state of models relative to five different Use Cases spanning field, farm, landscape, regional, and global spatial scales and engaging questions in past, current, and future time periods. Contributions from multiple disciplines have made major advances relevant to a wide range of agricultural system model applications at various spatial and temporal scales. Although current agricultural systems models have features that are needed for the Use Cases, we found that all of them have limitations and need to be improved. We identified common limitations across all Use Cases, namely 1) a scarcity of data for developing, evaluating, and applying agricultural system models and 2) inadequate knowledge systems that effectively communicate model results to society. We argue that these limitations are greater obstacles to progress than gaps in conceptual theory or available methods for using system models. New initiatives on open data show promise for addressing the data problem, but there also needs to be a cultural change among agricultural researchers to ensure that data for addressing the range of Use Cases are available for future model improvements and applications. We conclude that multiple platforms and multiple models are needed for model applications for different purposes. The Use Cases provide a useful framework for considering capabilities and limitations of existing models and data.
Document ID
Document Type
Reprint (Version printed in journal)
Jones, James W.
(Florida Univ. Gainesville, FL, United States)
Antle, John M.
(Oregon State Univ. Corvallis, OR, United States)
Basso, Bruno
(Michigan State Univ. East Lansing, MI, United States)
Boote, Kenneth J.
(Florida Univ. Gainesville, FL, United States)
Conant, Richard T.
(Colorado State Univ. Boulder, CO, United States)
Foster, Ian
(Argonne National Lab. IL, United States)
Godfray, H. Charles J.
(Oxford Univ. Oxford, United Kingdom)
Herrero, Mario
(Commonwealth Scientific and Industrial Research Organization Adelaide, Australia)
Howitt, Richard E.
(California Univ. Davis, CA, United States)
Janssen, Sander
(Wageningen Univ. Wageningen, Netherlands)
Keating, Brian A.
(Commonwealth Scientific and Industrial Research Organization Adelaide, Australia)
Munoz-Carpena, Rafael
(Florida Univ. Gainesville, FL, United States)
Porter, Cheryl H.
(Florida Univ. Gainesville, FL, United States)
Rosenzweig, Cynthia
(NASA Goddard Inst. for Space Studies New York, NY, United States)
Wheeler, Tim R.
(Reading Univ. United Kingdom)
Date Acquired
November 14, 2016
Publication Date
October 20, 2016
Publication Information
Publication: Agricultural Systems
ISSN: 0308-521X
Subject Category
Meteorology And Climatology
Earth Resources And Remote Sensing
Report/Patent Number
Distribution Limits
Livestock models
Integrated agricultural systems models
Economic models
Crop models
Agricultural data

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