A Hybrid Bacterial Foraging-Particle Swarm Optimization Technique for Optimal Tuning of Proportional-Integral-Derivative Controller of a Permanent Magnet Brushless DC Motor

被引:16
|
作者
El-Wakeel, Amged Saeed [1 ]
Ellissy, Abou El-Eyoun Kamel Mohamed [2 ]
Abdel-hamed, Alaa Mohamed [2 ]
机构
[1] Mil Tech Coll, Dept Elect Power & Energy, Cairo 11787, Egypt
[2] El Shorouk Acad, High Inst Engn, Cairo, Egypt
关键词
PID controller; optimal control; hybrid optimization techniques; bacterial foraging; particle swarm optimization; genetic algorithm; Permanent magnet brushless DC motor;
D O I
10.1080/15325008.2014.981320
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
Abstract-The proportional-integral-derivative controllers were the most popular controllers of this century because of their remarkable effectiveness, and simplicity of implementation. However, proportional-integral-derivative controllers are usually poorly tuned in practice. This article presents a hybrid particle swarm optimization and bacterial foraging techniques for determining the optimal parameters of a proportional-integral-derivative controller for speed control of a permanent magnet brushless DC motor. The first part of the article deals with the system modeling and its verification where a model of modest accuracy cannot be expected to give a fair comparison of different controllers. The remaining parts of the article present the application of different optimization techniques to tune the proportional-integral-derivative controller as applied to the motor model. The particle swarm optimization, bacterial foraging, and bacterial foraging-particle swarm optimization algorithms are implemented in MATLAB while the GA Toolbox is used. The performance of the tuned controllers is simulated and experimentally verified to evaluate the main characteristics of each one. It is found that the proposed hybrid bacterial foraging-particle swarm optimization technique is more efficient in improving the step response characteristics and achieving the desired performance indices.
引用
收藏
页码:309 / 319
页数:11
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