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DSSAT作物模型的统计和图形校验方法

杨靖民 杨靖一 Hoogenboom Gerrit

植物营养与肥料学报2012,Vol.18Issue(5):1064-1072,9.
植物营养与肥料学报2012,Vol.18Issue(5):1064-1072,9.

DSSAT作物模型的统计和图形校验方法

Statistical and graphical methods for evaluation of DSSAT crop model

杨靖民 1杨靖一 2Hoogenboom Gerrit3

作者信息

  • 1. 吉林农业大学资源与环境学院,吉林长春130118
  • 2. Greenhouse & Processing Crops Research Centre, Agriculture andAgriFood Canada, 2585 County Road 20, Harrow, Ontario, Canada N0R1G0
  • 3. AgWeatherNet Program, Washington State University, Prosser, WA 99350-8694, USA
  • 折叠

摘要

Abstract

This paper discussed statistical and graphical evaluation methods for DSSAT model using field experiments of maize, soybean, potato and winter wheat. The results indicated that R2 is not a good statistic for model evaluation because it tests the goodness of fit of a linear regression y = α + βx + ε where random error, ε, was assumed to follow normality, independence and equal variance. Model evaluation aims at testing residual error d = y -x(y measured data, x simulated data),but not estimating regression coefficients, α, β, RMSE, E, EF and d are all good “difference measures”, they do not need follow three assumptions, and they have clear physical meaning. Large sample size increase reliability of statistics. Graphical evaluation is a necessary method for model evaluation. Time series and residual error graphs are two basic graphical methods for model evaluation if there are measured data. Simulation graphs can also be used to display relationships among outputs or against time, to analyze residual errors or mistakes even if no measured data. EasyGrapher program is a useful tool for statistical and graphical evaluations of DSSAT model’s output.

关键词

DSSAT模型/EasyGrapher/软件/统计校验/图形校验

Key words

DSSAT model EasyGrapher program statistical evaluation graphical evaluation

分类

农业科技

引用本文复制引用

杨靖民,杨靖一,Hoogenboom Gerrit..DSSAT作物模型的统计和图形校验方法[J].植物营养与肥料学报,2012,18(5):1064-1072,9.

基金项目

基金项目:吉林省科技厅项目(20040548-2,20100581)资助.致谢:真诚感谢DSSATv4.5模型所提供的田间试验和测量数据.EasyGrapher软件研究和开发得到加拿大农业与食品科学部的研究资金支持. ()

植物营养与肥料学报

OA北大核心CSCDCSTPCD

1008-505X

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