A genetic algorithm-based novel speed controller for induction motor drives

被引:0
|
作者
Saleh, RAF [1 ]
El-Kholy, EE [1 ]
机构
[1] Menoufyia Univ, Dept Elect Engn, Fac Engn, Shibin Al Kawm, Egypt
关键词
induction motors; fuzzy logic control; genetic algorithm;
D O I
10.1109/PEDS.2003.1282883
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
This paper describes a new method for the design of a speed controller using a genetic algorithm to improve the dynamic performance of induction motor drives. The control signal is based on the instantaneous speed deviation and acceleration of the motor and on a set of simple fuzzy control rules. A novel approach is proposed to generate the control rules, and thus increase the effectiveness of the controller. A genetic algorithm is used to search for optimal setting of the controller parameters. The proposed control algorithm was successfully implemented using a 1.5 hp three-phase induction motor fed from a pulse width modulation inverter and a digital signal processor (DSPTMS320C31). Simulation and experimental results for the prototype are presented to verify the good performance of the proposed speed controller over a range of operating conditions.
引用
收藏
页码:462 / 467
页数:6
相关论文
共 50 条
  • [1] Speed Control of Induction Motor Using Genetic Algorithm-based PI Controller
    Chebre, M'hamed
    Meroufel, Abdelkader
    Bendaha, Yessema
    ACTA POLYTECHNICA HUNGARICA, 2011, 8 (06) : 141 - 153
  • [2] A Quantum Lightning Search Algorithm-Based Fuzzy Speed Controller for Induction Motor Drive
    Hannan, Mahammad A.
    Abd Ali, Jamal
    Hussain, Aini
    Hasim, Fazida Hanim
    Amirulddin, Ungku Anisa Ungku
    Uddin, Mohammad Nasir
    Blaabjerg, Frede
    IEEE ACCESS, 2018, 6 : 1214 - 1223
  • [3] A New Wavelet-based Speed Controller for Induction Motor Drives
    Khan, M. Abdesh
    Rahman, M. Azizur
    ELECTRIC POWER COMPONENTS AND SYSTEMS, 2008, 36 (12) : 1282 - 1298
  • [4] Modified adaptive speed controller for induction motor drives
    Natl Taiwan Inst of Technology, Taipei, Taiwan
    J Chin Inst Electr Eng Trans Chin Inst Eng Ser E, 3 (207-218):
  • [5] A ROBUST SPEED CONTROLLER FOR INDUCTION-MOTOR DRIVES
    LIAW, GM
    LIN, FJ
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1994, 41 (03) : 308 - 315
  • [6] Genetic Algorithm-Based Parametrization of a PI Controller for DC Motor Control
    Mavrinac, Marko
    Lorencin, Ivan
    Car, Zlatan
    Sercer, Mario
    TEHNICKI GLASNIK-TECHNICAL JOURNAL, 2022, 16 (01): : 16 - 22
  • [7] Real-time implementation of a wavelet based speed controller for induction motor drives
    Khan, M. Abdesh
    Rahman, M. Azizur
    2007 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-3, 2007, : 546 - 549
  • [8] Optimization of Dc Motor Rotary Speed Controller based on The Genetic Algorithm
    Yang, Ming
    Zhang, Lei
    Zhao, Weiping
    Hu, Zhanshuang
    2012 WORLD AUTOMATION CONGRESS (WAC), 2012,
  • [9] PID Speed Controller Optimization Using Online Genetic Algorithm for Induction Motor Drive
    Thinh Cong Tran
    Brandstetter, Pavel
    Vo Hoang Duy
    Hau Huu Vo
    Chau Dong
    AETA 2016: RECENT ADVANCES IN ELECTRICAL ENGINEERING AND RELATED SCIENCES: THEORY AND APPLICATION, 2017, 415 : 564 - 576
  • [10] Optimization of RST Controller for Speed Control of Linear Induction Motor Using Genetic Algorithm
    Laid, Khettache
    Djalal, Djarah
    Ghania, Zidani
    Rachid, Abdessemed
    RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2024, 17 (03) : 260 - 268