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Comparison of Crop Model Validation Methods 被引量:3

Comparison of Crop Model Validation Methods
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摘要 In this paper, the many indices used in validation of crop models, such as RMSE (root mean square errors), Sd (standard error of absolute difference), da (mean absolute difference), dap (ratio of da to the mean observation), r (correlation), and R2 (determination coefficient), are compared for the same rice architectural parameter model, and their advantages and disadvantages are analyzed. A new index for validation of crop models, dap between the observed and the simulated values, is proposed, with dap〈5% as the suggested standard for precision of crop models. The different kinds of validation methods in crop models should be combined in the following aspects:(1) calculating da and dap; (2) calculating the RMSE or Sd; (3) calculating r and R2, at the same time, plotting 1:1 diagram. In this paper, the many indices used in validation of crop models, such as RMSE (root mean square errors), Sd (standard error of absolute difference), da (mean absolute difference), dap (ratio of da to the mean observation), r (correlation), and R2 (determination coefficient), are compared for the same rice architectural parameter model, and their advantages and disadvantages are analyzed. A new index for validation of crop models, dap between the observed and the simulated values, is proposed, with dap〈5% as the suggested standard for precision of crop models. The different kinds of validation methods in crop models should be combined in the following aspects:(1) calculating da and dap; (2) calculating the RMSE or Sd; (3) calculating r and R2, at the same time, plotting 1:1 diagram.
出处 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2012年第8期1274-1285,共12页 农业科学学报(英文版)
基金 supported by the National High-Tech R&D Program (2006AA10Z230,2006AA10Z219-1) the National Natural Science Foundation of China (31171455) the Jiangsu Province Agricultural Scientific Technology Innovation Fund, China (CX(10)221, CX (11)2042) the Agricultural Scientific Technology Support Program, Jiangsu Province, China (BE2008397,BE2011342) the No-Profit Industry (Meteorology) Research Program, China (GYHY201006027, GYHY201106027) the Jiangsu Government Scholarship for Overseas Studies, China
关键词 crop models validation methods COMPARISON crop models, validation methods, comparison
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