Real-time performance evaluation of a genetic-algorithm-based fuzzy logic controller for IPM motor drives

被引:48
作者
Uddin, MN [1 ]
Abido, AA
Rahman, MA
机构
[1] Lakehead Univ, Dept Elect Engn, Thunder Bay, ON P7B 5E1, Canada
[2] King Fahd Univ Petr & Minerals, Elect Engn Dept, Dhahran 31261, Saudi Arabia
[3] Mem Univ Newfoundland, Fac Engn & Appl Sci, St John, NF A1B 3X5, Canada
关键词
digital signal processor (DSP); fuzzy logic; genetic algorithm (GA); interior permanent-magnet (IPM) motor; real-time implementation; vector control;
D O I
10.1109/TIA.2004.840995
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper presents a novel speed control scheme using a genetic-based fuzzy logic controller (GFLC) for an interior permanent-magnet synchronous motor (IPMSM) drive. The proposed GFLC is developed to have less computational burden, which makes it suitable for real-time implementation. The parameters for the GFLC are tuned by genetic algorithm (GA). The complete drive incorporating the GFLC is successfully implemented in real-time 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 various operating conditions. A performance comparison with a conventional proportional-integral controller is also provided to show the superiority of the proposed controller. The proposed GFLC is found to be robust for high-performance industrial drive applications.
引用
收藏
页码:246 / 252
页数:7
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