ON THE SERIES EXPANSION APPROACH TO THE IDENTIFICATION OF HAMMERSTEIN SYSTEMS

被引：85
作者：
PAWLAK, M
机构：
[1] Department of Electrical Engineering, University of Manitoba, Winnipeg
来源：
IEEE TRANSACTIONS ON AUTOMATIC CONTROL | 1991年 / 36卷 / 06期
关键词：
D O I：
10.1109/9.86954
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
In this note a polynomial identification algorithm for recovering a nonlinearity in the Hammerstein system is proposed. The estimate employs the Legendre orthogonal system with adaptively selected number of terms. The global consistency along with rates of convergence are established. No assumptions concerning continuity of the nonlinearity or its functional form are made. A data-driven method using the cross-validation technique for selecting the number of terms in the estimate is presented.
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页码：763 / 767
页数：5
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