The adaptive damping iterative parameter estimation algorithm for dynamical systems

Ling Xu, F. Ding, Hongfeng Tao
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引用次数: 1

Abstract

Frequency response tests are used widely in system identification, parameter estimation and system analysis. This paper studies the parameter estimation problem for dynamical systems based on the sinusoidal frequency response experiment. Because the output response is a nonlinear function with respect to the parameters to be estimated, a nonlinear criterion function is constructed for finding the parameter estimates. Using the nonlinear optimization technique, we present an iterative algorithm for estimating the system parameters. In order to overcome the problems of singular and ill-conditioned matrix during the iterative process, we put forward a damping iterative algorithm. Finally, an example is provided and the simulation results indicate that the proposed method has good performance.
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动态系统自适应阻尼迭代参数估计算法
频响测试在系统辨识、参数估计和系统分析中有着广泛的应用。本文研究了基于正弦频响实验的动力系统参数估计问题。由于输出响应是一个关于待估计参数的非线性函数,因此构造了一个非线性准则函数来寻找参数估计。利用非线性优化技术,提出了一种估计系统参数的迭代算法。为了克服迭代过程中矩阵奇异和病态的问题,提出了一种阻尼迭代算法。最后给出了一个算例,仿真结果表明该方法具有良好的性能。
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