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Optimal Tuning of the Speed Control for Brushless DC Motor Based on Chaotic Online Differential Evolution. MATHEMATICS 2022. [DOI: 10.3390/math10121977] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
The efficiency in the controller performance of a BLDC motor in an uncertain environment highly depends on the adaptability of the controller gains. In this paper, the chaotic adaptive tuning strategy for controller gains (CATSCG) is proposed for the speed regulation of BLDC motors. The CATSCG includes two sequential dynamic optimization stages based on identification and predictive processes, and also the use of a novel chaotic online differential evolution (CODE) for providing controller gains at each predefined time interval. Statistical comparative results with other tuning approaches evidence that the use of the chaotic initialization based on the Lozi map included in CODE for the CATSCG can efficiently handle the disturbances in the closed-loop system of the dynamic environment.
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Applying hybrid genetic–PSO technique for tuning an adaptive PID controller used in a chemical process. Soft comput 2019. [DOI: 10.1007/s00500-019-04106-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Lin CM, Le TL. WCMAC-based control system design for nonlinear systems using PSO. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2017. [DOI: 10.3233/jifs-161999] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Chih-Min Lin
- Yuan Ze University, Chung-Li, Taoyuan, Taiwan, R.O.C
- School of Information Science and Engineering, Xiamen University, Xiamen, China
| | - Tien-Loc Le
- Yuan Ze University, Chung-Li, Taoyuan, Taiwan, R.O.C
- Department of Electrical Electronic and Mechanical Engineering, Lac Hong University, Bien Hoa, Vietnam
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Sivarani TS, Joseph Jawhar S, Agees Kumar C, Prem kumar K. Novel bacterial foraging-based ANFIS for speed control of matrix converter-fed industrial BLDC motors operated under low speed and high torque. Neural Comput Appl 2016. [DOI: 10.1007/s00521-016-2652-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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