NONLINEAR-SYSTEM IDENTIFICATION AND CONTROL-BASED ON NEURAL AND SELF-TUNING CONTROL

被引：5

作者：

ABDULAZIZ, A ^{[1
]}

FARSI, M ^{[1
]}

机构：

[1] UNIV NEWCASTLE UPON TYNE, DEPT ELECT & ELECTR ENGN, NEWCASTLE UPON TYNE NE1 7RU, TYNE & WEAR, ENGLAND

来源：

INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING | 1993年 / 7卷 / 04期

关键词：

VOLTERRA MODEL; WIENER; HAMMERSTEIN; FEEDFORWARD NEURAL NETWORKS; SELF-TUNING CONTROL;

D O I：

10.1002/acs.4480070407

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper deals with identification and control of non-linear systems that contain linear parameters and a non-linear quasi-input function of the real input signal. Least squares have been used to estimate the linear parametric part, while a neural feedforward net is employed to estimate the remaining non-linearity. Performance considerations are illustrated by hybrid algorithm simulations.

引用

页码：297 / 307

页数：11

共 16 条

[1] SELF-TUNING CONTROLLERS FOR NONLINEAR-SYSTEMS [J].

AGARWAL, M ;

SEBORG, DE .

AUTOMATICA, 1987, 23 (02) :209-214

[2] SELF-TUNING MINIMUM-VARIANCE CONTROL OF NON-LINEAR SYSTEMS OF THE HAMMERSTEIN MODEL [J].

ANBUMANI, K ;

PATNAIK, LM ;

SARMA, IG .

IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1981, 26 (04) :959-961

[3]

[Anonymous], 1980, VOLTERRA WIENER THEO

[4] THEORY AND APPLICATIONS OF ADAPTIVE-CONTROL - A SURVEY [J].

ASTROM, KJ .

AUTOMATICA, 1983, 19 (05) :471-486

[5] THEORY OF SEPARABLE PROCESSES WITH APPLICATIONS TO IDENTIFICATION OF NON-LINEAR SYSTEMS [J].

BILLINGS, SA ;

FAKHOURI, SY .

PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1978, 125 (10) :1051-1058

[6] GENERALIZED PREDICTIVE CONTROL .1. THE BASIC ALGORITHM [J].

CLARKE, DW ;

MOHTADI, C ;

TUFFS, PS .

AUTOMATICA, 1987, 23 (02) :137-148

[7]

DANIEL CL, 1990, P INT JOINT C NEURAL, P265

[8]

FARSI M, 1993, IN PRESS SYST SCI J

[9]

FLUNKERT HU, 1991, JAN P IFAC INT S INT

[10]

GEORGE D, 1955, MIT355 TECHN REP

← 1 2 →