Implementation of a neural network tracking controller for a single flexible link: Comparison with PD and PID controllers

被引：55

作者：

Gutierrez, LB ^{[1
]}

Lewis, FL ^{[1
]}

Lowe, JA ^{[1
]}

机构：

[1] Univ Texas, Automat & Robot Res Inst, Ft Worth, TX 76118 USA

来源：

IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS | 1998年 / 45卷 / 02期

关键词：

flexible structures; neurocontrollers;

D O I：

10.1109/41.681230

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The objective of this paper is to show the results of the practical implementation of a neural network (NN) tracking controller on a single flexible link and compare its performance to that of proportional derivative (PD) and proportional integral derivative (PLD) standard controllers. The NN controller is composed of an outer PD tracking loop, a singular perturbation inner loop for stabilization of the fast flexible-mode dynamics, and an NN inner loop used to feedback linearize the slow pointing dynamics, No off-line training or learning is needed for the NN. It is shown that the tracking performance of the NN controller is far better than that of the PD or PID standard controllers. An extra friction term was added in the tests to demonstrate the ability of the NN to learn unmodeled nonlinear dynamics.

引用

页码：307 / 318

页数：12

共 31 条

[11] SINGULAR PERTURBATIONS AND ORDER REDUCTION IN CONTROL-THEORY - OVERVIEW [J].

KOKOTOVIC, PV ;

OMALLEY, RE ;

SANNUTI, P .

AUTOMATICA, 1976, 12 (02) :123-132

[12] APPLICATIONS OF SINGULAR PERTURBATION TECHNIQUES TO CONTROL-PROBLEMS [J].

KOKOTOVIC, PV .

SIAM REVIEW, 1984, 26 (04) :501-550

[13]

Lewis F. L., 1993, CONTROL ROBOT MANIPU

[14] NEURAL-NET ROBOT CONTROLLER WITH GUARANTEED TRACKING PERFORMANCE [J].

LEWIS, FL ;

LIU, K ;

YESILDIREK, A .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1995, 6 (03) :703-715

[15]

LEWIS FL, 1993, PROCEEDINGS OF THE 32ND IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, P2785, DOI 10.1109/CDC.1993.325703

[16]

LIN J, 1993, PROCEEDINGS OF THE 1993 AMERICAN CONTROL CONFERENCE, VOLS 1-3, P2868

[17]

LIN SH, 1990, IEEE CONTR SYST MAG, V10, P24

[18]

LIU RS, 1994, APPL PHYS S, V2, P325

[19]

Madhavan S. K., 1991, Proceedings of the 1991 American Control Conference (IEEE Cat. No. 91CH2939-7), P1879

[20]

MILLER WT, 1991, NEURAL NETWORKS CONT

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