25 years of the WOFOST cropping systems model

被引:244
作者
de Wit, Allard [1 ]
Boogaard, Hendrik [1 ]
Fumagalli, Davide [2 ]
Janssen, Sander [1 ]
Knapen, Rob [1 ]
van Kraalingen, Daniel [1 ]
Supit, Iwan [1 ]
van der Wijngaart, Raymond [1 ]
van Diepen, Kees [1 ]
机构
[1] Wageningen Environm Res, POB 47, NL-6700 AA Wageningen, Netherlands
[2] European Commiss, Joint Res Ctr, Ispra, Italy
关键词
Simulation Model; Regional scale; open source; yield forecasting; WINTER-WHEAT; PHENOLOGICAL DEVELOPMENT; SIMULATION-MODELS; NEW-GENERATION; YIELD; SOIL; ASSIMILATION; CALIBRATION; FERTILITY; MAIZE;
D O I
10.1016/j.agsy.2018.06.018
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
The WOFOST cropping systems model has been applied operationally over the last 25 years as part of the MARS crop yield forecasting system. In this paper we provide an updated description of the model and reflect on the lessons learned over the last 25 years. The latter includes issues like system performance, model sensitivity, spatial model setup, parameterization and calibration approaches as well as software implementation and version management. Particularly for spatial model calibrations we provide experience and guidelines on how to execute calibrations and how to evaluate WOFOST model simulation results, particularly under conditions of limited field data availability. As an open source model WOFOST has been a success with at least 10 different implementations of the same concept. An overview is provided for those implementations which are managed by MARS or Wageningen groups. However, the proliferation of WOFOST implementations has also led to questions on the reproducibility of results from different implementations as is demonstrated with an example from MARS. In order to certify that the different WOFOST implementations and versions available can reproduce basic sets of inputs and outputs we make available a large set of test cases as appendix to this publication. Finally, new methodological extensions have been added to WOFOST in simulating the impact of nutrients limitations, extreme events and climate variability. Also, a difference is made in the operational and scientific versions of WOFOST with different licensing models and possible revenue generation. Capitalizing both on academic development as well as model testing in real-world situations will help to enable new applications of the WOFOST model in precision agriculture and smart farming.
引用
收藏
页码:154 / 167
页数:14
相关论文
共 70 条
  • [1] Akkermans W, 2008, CALPLAT PLATFORM CAL, P188
  • [2] Allen R. G., 1998, FAO Irrigation and Drainage Paper
  • [3] GlobCover ESA service for Global land cover from MERIS
    Arino, Olivier
    Gross, Dorit
    Ranera, Franck
    Leroy, Marc
    Bicheron, Patrice
    Brockman, Carsten
    Defourny, Pierre
    Vancutsem, Christelle
    Achard, Frederic
    Durieux, Laurent
    Bourg, Ludovic
    Latham, John
    Di Gregorio, Antonio
    Witt, Ron
    Herold, Martin
    Sambale, Jacqueline
    Plummer, Stephen
    Weber, Jean-Louis
    [J]. IGARSS: 2007 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-12: SENSING AND UNDERSTANDING OUR PLANET, 2007, : 2412 - +
  • [4] Asseng S, 2013, NAT CLIM CHANGE, V3, P827, DOI [10.1038/NCLIMATE1916, 10.1038/nclimate1916]
  • [5] Bellocchi G, 2014, INT C ENV MOD SOFTW
  • [6] Modelling the course of frost tolerance in winter wheat I. Model development
    Bergjord, Anne Kari
    Bonesmo, Helge
    Skjelvag, Arne Oddvar
    [J]. EUROPEAN JOURNAL OF AGRONOMY, 2008, 28 (03) : 321 - 330
  • [7] Boogaard H. L, 2014, USERS GUIDE WOFOST C, P133
  • [8] The 'School of de Wit' crop growth simulation models: A pedigree and historical overview
    Bouman, BAM
    vanKeulen, H
    vanLaar, HH
    Rabbinge, R
    [J]. AGRICULTURAL SYSTEMS, 1996, 52 (2-3) : 171 - 198
  • [9] An overview of the crop model STICS
    Brisson, N
    Gary, C
    Justes, E
    Roche, R
    Mary, B
    Ripoche, D
    Zimmer, D
    Sierra, J
    Bertuzzi, P
    Burger, P
    Bussière, F
    Cabidoche, YM
    Cellier, P
    Debaeke, P
    Gaudillère, JP
    Hénault, C
    Maraux, F
    Seguin, B
    Sinoquet, H
    [J]. EUROPEAN JOURNAL OF AGRONOMY, 2003, 18 (3-4) : 309 - 332
  • [10] Improving WOFOST model to simulate winter wheat phenology in Europe: Evaluation and effects on yield
    Ceglar, A.
    van der Wijngaart, R.
    de Wit, A.
    Lecerf, R.
    Boogaard, H.
    Seguini, L.
    van den Berg, M.
    Toreti, A.
    Zampieri, M.
    Fumagalli, D.
    Baruth, B.
    [J]. AGRICULTURAL SYSTEMS, 2019, 168 : 168 - 180