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具有特定输入的非线性系统参数的全局可识别性:方法比较

Global identifiability of the parameters of nonlinear systems with specified inputs: a comparison of methods.

作者信息

Chappell M J, Godfrey K R, Vajda S

机构信息

Department of Engineering, University of Warwick, Coventry, England.

出版信息

Math Biosci. 1990 Nov;102(1):41-73. doi: 10.1016/0025-5564(90)90055-4.

Abstract

The two methods available for analyzing the global structural identifiability of the parameters of a nonlinear system with a specified input function, the Taylor series approach and the similarity transformation approach, are compared and contrasted through application to three examples. It is shown that, as for linear systems, it is very difficult to predict which of the available methods will result in the least effort for a particular example. The role of modern symbolic manipulation packages in the analysis is assessed. The third example proves intractable using the similarity transformation approach as originally formulated, but the analysis is completed using a reformulation that exploits the polynominal form of the system equations in the example.

摘要

通过应用于三个示例,对用于分析具有指定输入函数的非线性系统参数的全局结构可识别性的两种方法(泰勒级数法和相似变换法)进行了比较和对比。结果表明,与线性系统一样,很难预测对于某个特定示例,哪种可用方法所需的工作量最少。评估了现代符号运算软件包在分析中的作用。第三个示例使用最初制定的相似变换法难以处理,但通过利用该示例中系统方程的多项式形式进行重新表述完成了分析。

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