A MATRIX GRADIENT ALGORITHM FOR IDENTIFICATION OF PARAMETERIZED TIME-VARYING PARAMETERS

被引:6
|
作者
Chen, Min-Shin [1 ]
Li, Jyun-Sian [1 ]
Wu, Po-Ching [1 ]
机构
[1] Natl Taiwan Univ, Dept Mech Engn, Taipei 10764, Taiwan
关键词
Identification; time-varying parameter; parameterization; gradient algorithm; persistent excitation; SUBSPACE IDENTIFICATION;
D O I
10.1002/asjc.80
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 considers the problem of estimating time-varying parameters which can be parameterized by a series of arbitrary known basis functions. It is shown that this problem is equivalent to the observer design problem for a "matrix" dynamic system. A "matrix" gradient algorithm, which mimics the well-known "vector" gradient algorithm, is proposed to estimate the unknown matrix. The contribution of this paper is to show that convergence of the proposed matrix algorithm is guaranteed by the persistent excitations of both the regressor and the basis functions.
引用
收藏
页码:59 / 65
页数:7
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