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Working with dynamic crop models : methods, tools and examples for agriculture and environment / Daniel Wallach, David Makowski, James W. Jones and Francois Brun.

Contributor(s): Material type: TextPublication details: Amsterdam : Elsevier/Academic Press, c2019.Edition: 3rd edDescription: xvi, 597p. : ill. ; 24cmISBN:
  • 9780128117569
Subject(s): DDC classification:
  • 630.11 WOR
Contents:
Basics of agricultural system models -- The R Programming language and software -- Simulation with dynamic system models -- Statistical notions useful for modeling -- Regression analysis, frequentist -- Uncertainty and sensitivity analysis -- Calibration of systems models -- Parameter estimation with Bayesian methods -- Model evaluation -- Putting it all together in a case study -- Metamodeling -- Multimodel ensembles -- Gene-based crop models -- Data assimilation for dynamic models -- Models as an aid to sampling.
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Includes bibliographical references and index.

Basics of agricultural system models -- The R Programming language and software -- Simulation with dynamic system models -- Statistical notions useful for modeling -- Regression analysis, frequentist -- Uncertainty and sensitivity analysis -- Calibration of systems models -- Parameter estimation with Bayesian methods -- Model evaluation -- Putting it all together in a case study -- Metamodeling -- Multimodel ensembles -- Gene-based crop models -- Data assimilation for dynamic models -- Models as an aid to sampling.

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