Optimizing BLDC motor drive performance using particle swarm algorithm-tuned fuzzy logic controller

Author:

Shi Jun,Mi QingtaoORCID,Cao Weifeng,Zhou Lintao

Abstract

Abstract A brushless DC (BLDC) motor is synchronous motor with trapezoidal/square wave counter-electromotive force, which is a typical example of highly coupled nonlinear systems. In industrial control, BLDC motor drive usually uses proportional–integral (PI) controller to control the speed, but it is very difficult to adjust the scale factors. In this study, we present a particle swarm algorithm-tuned fuzzy logic-PI (PF-PI) controller applied to the speed control system. The objective of this paper is to optimally tune the PI controller parameters to obtain the best drive response. The scale factors are optimized using particle swarm optimized-PI (P-PI) controller and PF-PI controller. The three performance indicators integral time absolute error (ITAE), integral time square error (ITSE) and integral square error (ISE) are used to measure the effectiveness of PF-PI controller optimization. The results show that the optimal torque ripple and speed response curves are obtained by using ITAE as the performance indicator. The conclusions demonstrate that the proposed method provides superior dynamic performance for BLDC motor. Highlights In terms of research content, we propose a new PF-PI controller driven control system based on the traditional BLDC speed control system, and the applicability of three performance indicators on the controller is discussed. In terms of research method, we compare the no-load start, variable speed and sudden addition disturbance load start capabilities of P-PI controller and PF-PI controller, and verify the fast and robustness of PF-PI controller. In the research significance, the PI controller structure is improved and the dynamic performance of BLDC speed control system is enhanced.

Publisher

Springer Science and Business Media LLC

Subject

General Earth and Planetary Sciences,General Physics and Astronomy,General Engineering,General Environmental Science,General Materials Science,General Chemical Engineering

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Automatic Detection and Self-Adjustment Compensation for Mechanical Oscillations and Disturbances in Servo Systems;IEEE Transactions on Systems, Man, and Cybernetics: Systems;2024-02

2. Improved African Buffalo Optimization-Based Takagi–Sugeno–Kang Fuzzy PI Controller for Speed Control in BLDC Motor;Electric Power Components and Systems;2023-05-25

3. Model Predictive Control (MPC) Based BLDC Drive for Indian Drive Cycle;2023 IEEE 8th International Conference for Convergence in Technology (I2CT);2023-04-07

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