A neural approach for control of nonlinear systems with feedback linearization

被引:37
作者
He, SL
Reif, K
Unbehauen, R
机构
[1] Univ Erlangen Nurnberg, Lehrstuhl Allgemeine & Theoret Elektrotech, D-91058 Erlangen, Germany
[2] BMW AG, D-80788 Munich, Germany
来源
IEEE TRANSACTIONS ON NEURAL NETWORKS | 1998年 / 9卷 / 06期
关键词
approximate linearization; feedback linearization; multilayer neural networks;
D O I
10.1109/72.728391
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper several schemes for feedback linearization using neural networks have been investigated and compared, Then an approach to design a neurocontroller in the sense of feedback linearization is introduced. The contents include: 1) full input-output linearization when a system has relative degree n; 2) partial input-output linearization when a system has relative degree r (r < n); and 3) approximate linearization when the involutivity condition does not hold. Corresponding programs and examples are given to illustrate the proposed methodology.
引用
收藏
页码:1409 / 1421
页数:13
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