贝叶斯非线性回归在水文模型中的应用

George Kuczera
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引用次数: 14

摘要

介绍了一套实现贝叶斯非线性回归的FORTRAN 77计算机程序。这些程序是为了应对复杂的水文模型而开发的,用于推断模型参数、测试模型结构和预测未来的响应。该程序具有完全交互的功能,包括:使用高斯-马夸特算法进行交互参数优化;用户选项的运行时编辑;通用误差模型的可用性;使用先验信息;多响应数据的联合拟合。
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An application of Bayesian nonlinear regression to hydrologic models

A suite of FORTRAN 77 computer programs implementing Bayesian nonlinear regression is described. These programs, developed to cope with complex hydrologic models, are used to infer model parameters, test model structure and make predictions of future response. The programs are fully interactive with features including: interactive parameter optimization using the Gauss-Marquardt algorithm; run-time editing of user options; availability of a general error model; use of prior information; and joint fitting of multiple-response data.

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