The filtering based parameter estimation for two-input single-output bilinear-in-parameter systems

被引:0
|
作者
Zhang, Chen [1 ]
Ji, Yan [1 ]
机构
[1] Qingdao Univ Sci & Technol, Coll Automat & Elect Engn, Qingdao 266061, Peoples R China
基金
中国国家自然科学基金;
关键词
Two-input single-output bilinear-in-systems; Iterative identification; Decomposition; Over-parameterization; Parameter estimation; IDENTIFICATION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper discusses the parameter estimation for a class of two-input single-output bilinear-in-parameter systems with colored noise. Using the over-parameterization model and decomposition technique, the gradient iterative algorithm based on data filtering is derived for the two-input single-output bilinear-in-parameter system. The basic idea is to decompose a two-input single-output bilinear-in-parameter system into several subsystems and estimate the parameters of each subsystem, respectively. The algorithm avoids estimating the correlated noise to enhance the accuracy of parameter estimation, and provides a reference for improving the identification accuracy of multi-input single-output bilinear-in-parameter system with colored noise. The simulation results confirm the effectiveness of the proposed algorithm.
引用
收藏
页码:1690 / 1695
页数:6
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