An induction motor servo drive using sliding-mode controller with genetic algorithm

被引:23
作者
Lin, FJ [1 ]
Chou, WD
机构
[1] Natl Dong Hwa Univ, Dept Elect Engn, Hualien 974, Taiwan
[2] Chung Yuan Christian Univ, Dept Elect Engn, Chungli 320, Taiwan
关键词
adaptive sliding mode controller; genetic algorithms; induction motor;
D O I
10.1016/S0378-7796(02)00156-6
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
An adaptive sliding-mode controller based on real-time genetic algorithms (GAs) is developed for an induction motor (IM) servo drive in this paper. First, an adaptive sliding-mode controller with an integral-operation switching surface is investigated, in which a simple adaptive algorithm is utilized to estimate the bound of uncertainties. Since the adaptation gain in the adaptive algorithm is fixed, if the gain is not properly chosen sluggish or chattering responses are resulted due to large external load disturbance. Therefore, a real-time GA is developed to tune the adaptation gain on-line. The position control for an IM servo drive using the proposed control strategies is illustrated. The theoretical analyses for the proposed GA based adaptive sliding-mode controller are described in detail. Simulated and experimental results show that the proposed controller provides high-performance dynamic characteristics and is robust with regard to plant parameter variations and external load disturbance. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:93 / 108
页数:16
相关论文
共 22 条
[1]  
[Anonymous], 1989, GENETIC ALGORITHM SE
[2]  
[Anonymous], 1996, GENETIC ALGORITHMS C
[3]   DESIGN OF BRUSHLESS DC POSITION SERVO SYSTEMS USING INTEGRAL VARIABLE STRUCTURE APPROACH [J].
CHERN, TL ;
WU, YC .
IEE PROCEEDINGS-B ELECTRIC POWER APPLICATIONS, 1993, 140 (01) :27-34
[4]   ROBUST SPEED CONTROL OF BRUSHLESS DIRECT-DRIVE MOTOR USING INTEGRAL VARIABLE-STRUCTURE CONTROL [J].
CHUNG, SK ;
LEE, JH ;
KO, JS ;
YOUN, MJ .
IEE PROCEEDINGS-ELECTRIC POWER APPLICATIONS, 1995, 142 (06) :361-370
[5]   A genetic-based neuro-fuzzy approach for modeling and control of dynamical systems [J].
Farag, WA ;
Quintana, VH ;
Lambert-Torres, G .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1998, 9 (05) :756-767
[6]   CONTROL DYNAMICS OF SPEED DRIVE SYSTEMS USING SLIDING MODE CONTROLLERS WITH INTEGRAL COMPENSATION [J].
HO, EYY ;
SEN, PC .
IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1991, 27 (05) :883-892
[7]   ROBUST SPEED CONTROL OF IM WITH TORQUE FEEDFORWARD CONTROL [J].
IWASAKI, M ;
MATSUI, N .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1993, 40 (06) :553-560
[8]   DESIGN AND IMPLEMENTATION OF MICROPROCESSOR BASED SLIDING MODE CONTROLLER FOR BRUSHLESS SERVOMOTOR [J].
KARUNADASA, JP ;
RENFREW, AC .
IEE PROCEEDINGS-B ELECTRIC POWER APPLICATIONS, 1991, 138 (06) :345-363
[9]   GA-based fuzzy PI/PD controller for automotive active suspension system [J].
Kuo, YP ;
Li, THS .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1999, 46 (06) :1051-1056
[10]  
Leonhard W., 1996, CONTROL ELECT DRIVES, V2nd