Real-Time Implementation of a Genetic Algorithm Based Fuzzy Logic Controller for Interior Permanent Magnet Synchronous Motor Drive

This paper presents a novel speed control scheme using a new genetic-based fuzzy logic controller (GFLC) for an interior permanent magnet synchronous motor (IPMSM) drive. The proposed GFLC is designed to have less computational burden, which makes it suitable for online implementation. The parameters for the GFLC are tuned by genetic algorithm (GA). The complete vector control scheme incorporating the GFLC is successfully implemented in realtime using a digital signal processor board DS 1102 for a laboratory 1 hp interior permanent magnet motor. The efficacy of the proposed GFLC based IPMSM drive is verified by simulation as well as experimental results at different dynamic operating conditions such as sudden load change, parameter variations, step change of command speed, etc. The proposed fuzzy logic controller is found to be a robust controller for application in IPMSM drive.

[1]  M. Nasir Uddin,et al.  Fuzzy logic based speed control of an IPM synchronous motor drive , 1999, Engineering Solutions for the Next Millennium. 1999 IEEE Canadian Conference on Electrical and Computer Engineering (Cat. No.99TH8411).

[2]  S Bologani,et al.  FUZZY LOGIC CONTROL FOR A SWITCHED RELUCTANCE MOTOR DRIVE , 1996 .

[3]  Gordon R. Slemon Electric Machines And Drives , 1992 .

[4]  M. Azizur Rahman,et al.  Online self-tuning ANN-based speed control of a PM DC motor , 1997 .

[5]  The Math Works, Inc. The Math Works Inc , 1991, International Conference on Advances in System Simulation.

[6]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[7]  Angelo Raciti,et al.  Fuzzy adaptive vector control of induction motor drives , 1997 .

[8]  Lotfi A. Zadeh,et al.  Outline of a New Approach to the Analysis of Complex Systems and Decision Processes , 1973, IEEE Trans. Syst. Man Cybern..

[9]  B. Singh,et al.  Performance analysis of adaptive fuzzy logic controller for switched reluctance motor drive system , 1998, Conference Record of 1998 IEEE Industry Applications Conference. Thirty-Third IAS Annual Meeting (Cat. No.98CH36242).