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
  • [41] An educational tool for the genetic algorithm-based fuzzy logic controller of a permanent magnet synchronous motor drive
    Ozturk, Nihat
    Celik, Emre
    INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING EDUCATION, 2014, 51 (03) : 218 - 231
  • [42] Genetic Algorithm-Based Fuzzy Controller for Improving the Dynamic Performance of Self-Excited Induction Generator
    Attia, Abdel-Fattah
    Al-Turki, Yusuf A.
    Soliman, Hussein F.
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2012, 37 (03) : 665 - 682
  • [43] Genetic Algorithm-Based Fuzzy Controller for Improving the Dynamic Performance of Self-Excited Induction Generator
    Abdel-Fattah Attia
    Yusuf. A. Al-Turki
    Hussein F. Soliman
    Arabian Journal for Science and Engineering, 2012, 37 : 665 - 682
  • [44] Design of an intelligent heuristic algorithm-based optimised fuzzy controller for speed control of a separately excited DC motor
    Pal P.
    Mukherjee V.
    Bhakta S.
    Australian Journal of Electrical and Electronics Engineering, 2020, 17 (03): : 173 - 182
  • [45] Test Signal based Speed Estimation for Induction Motor Drives
    Zatocil, Heiko
    Piepenbreier, Bernhard
    EPE JOURNAL, 2010, 20 (03) : 21 - 27
  • [46] An Intelligent Speed Controller for Indirect Field-Oriented Controlled Induction Motor Drives
    Magzoub, Muawia A.
    Saad, Nordin B.
    Ibrahim, Rosdiazli B.
    2013 IEEE CONFERENCE ON CLEAN ENERGY AND TECHNOLOGY (CEAT), 2013, : 327 - 331
  • [47] Modified MRAS Speed Controller for Direct Torque Controlled Sensorless Induction Motor Drives
    Wang, Hsiu-Ping
    Chang, Yu-Feng
    Liu, Fwu-Hsing
    APPLIED MATERIALS AND TECHNOLOGIES FOR MODERN MANUFACTURING, PTS 1-4, 2013, 423-426 : 2059 - +
  • [48] A novel hybrid speed estimator of flux observer for induction motor drives
    Ide, K
    Ha, JI
    Sawamura, M
    Iura, H
    Yamamoto, Y
    ISIE 2002: PROCEEDINGS OF THE 2002 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, VOLS 1-4, 2002, : 822 - 827
  • [49] A simplified model for speed contol of AC voltage controller fed induction motor drives
    Sundareswaran, K
    IETE JOURNAL OF RESEARCH, 2003, 49 (04) : 247 - 250
  • [50] Design of a novel adaptive TSK-fuzzy speed controller for use in direct torque control induction motor drives
    Wang, Shun-Yuan
    Tseng, Chwan-Lu
    Chiu, Chun-Jung
    APPLIED SOFT COMPUTING, 2015, 31 : 396 - 404