Newton iterative identification for a class of output nonlinear systems with moving average noises

被引:39
作者
Ding, Feng [1 ,2 ]
Ma, Junxia [1 ]
Xiao, Yongsong [1 ]
机构
[1] Jiangnan Univ, Minist Educ, Key Lab Adv Proc Control Light Ind, Wuxi 214122, Peoples R China
[2] Jiangnan Univ, Control Sci & Engn Res Ctr, Wuxi 214122, Peoples R China
基金
中国国家自然科学基金;
关键词
Parameter estimation; Iterative identification; Newton method; Nonlinear system; LEAST-SQUARES IDENTIFICATION; GRADIENT-BASED IDENTIFICATION; PARAMETER-ESTIMATION; ESTIMATION ALGORITHM; HIERARCHICAL IDENTIFICATION; SAMPLED SYSTEMS;
D O I
10.1007/s11071-013-0943-3
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This paper discusses iterative identification problems for a class of output nonlinear systems (i.e., Wiener nonlinear systems) with moving average noises from input-output measurement data, based on the Newton iterative method. The basic idea is to decompose a nonlinear system into two subsystems, to replace the unknown variables in the information vectors with their corresponding estimates at the previous iteration, and to present a Newton iterative identification method using the hierarchical identification principle. The numerical simulation results indicate that the proposed algorithms are effective.
引用
收藏
页码:21 / 30
页数:10
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