A modified Volterra series approach for nonlinear dynamic systems modeling

被引:80
|
作者
Mirri, D [1 ]
Iuculano, G
Filicori, F
Pasini, G
Vannini, G
Gualtieri, GP
机构
[1] Univ Bologna, Dipartimento Ingn Elettr, I-40136 Bologna, Italy
[2] Univ Florence, Dept Elect Engn, I-50139 Florence, Italy
[3] Univ Ferrara, Dipartimento Ingn, Fac Engn, I-44100 Ferrara, Italy
关键词
nonlinear dynamic model; nonlinear system; Volterra series;
D O I
10.1109/TCSI.2002.801239
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper describes a modeling approach for nonlinear dynamic systems based on a modified Volterra series; by comparing the truncation error of this series with that of the classical Volterra one, we outlined that, under the assumption of short-term nonlinear memory effects, the modified series enables a single-fold nonlinear convolution integral to be adopted also in the presence of strong nonlinearities. The measurement-based identification of the first terms of the modified Volterra series is described; experimental and simulation results which confirm the theoretical considerations are also provided.
引用
收藏
页码:1118 / 1128
页数:11
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