CONTROL OF NONLINEAR DYNAMIC-SYSTEMS USING NEURAL NETWORKS - CONTROLLABILITY AND STABILIZATION

被引：222

作者：

LEVIN, AU ^{[1
]}

NARENDRA, KS ^{[1
]}

机构：

[1] YALE UNIV,CTR SYST SCI,DEPT ELECT ENGN,NEW HAVEN,CT 06520

来源：

IEEE TRANSACTIONS ON NEURAL NETWORKS | 1993年 / 4卷 / 02期

基金：

美国国家科学基金会;

关键词：

D O I：

10.1109/72.207608

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

The main objective of this paper is to indicate how practically viable controllers can be designed using neural networks, based on results in nonlinear control theory. The paper considers the problem of stabilization of a dynamical system around an equilibrium point, when the state of the system is accessible. Simulation results are included to complement the theoretical discussions.

引用

页码：192 / 206

页数：15

共 24 条

[1] Cybenko G., 1989, Mathematics of Control, Signals, and Systems, V2, P303, DOI 10.1007/BF02551274
[2] OBSERVABILITY OF NONLINEAR-SYSTEMS WITH APPLICATIONS TO NONLINEAR REGRESSION-ANALYSIS
FITTS, JM
[J]. INFORMATION SCIENCES, 1972, 4 (02) : 129 - &
[3] MULTILAYER FEEDFORWARD NETWORKS ARE UNIVERSAL APPROXIMATORS
HORNIK, K
STINCHCOMBE, M
WHITE, H
[J]. NEURAL NETWORKS, 1989, 2 (05) : 359 - 366
[4] Isidori A., 1989, NONLINEAR CONTROL SY
[5] FEEDBACK LINEARIZATION OF DISCRETE-TIME-SYSTEMS
JAKUBCZYK, B
[J]. SYSTEMS & CONTROL LETTERS, 1987, 9 (05) : 411 - 416
[6] Lang S., 1983, REAL ANAL, VSecond edition
[7] Lasalle JP, 1977, STUDIES ORDINARY DIF, P1
[8] LASALLE JP, 1986, STABILITY CONTROL DI
[9] LEE HG, 1987, INT J CONTROL, V45, P1103
[10] LEVIN AU, 1992, TR9117 YAL U CTR SYS

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