Speed Control of Brushless DC Electric Motor (BLDC) Motor Using Hybrid Takagi Sugeno Fuzzy Logic and Enhanced Gravitational Search Algorithm with PSO

直流电动机 算法 模糊逻辑 粒子群优化 计算机科学 电子速度控制 电动机驱动 控制理论(社会学) 控制(管理) 人工智能 工程类 电气工程 机械工程
作者
P. Saravanan,R. Gandhi Raj,Pudi Sekhar,P. Vijayarajan
出处
期刊:Electric Power Components and Systems [Taylor & Francis]
卷期号:52 (9): 1692-1705 被引量:8
标识
DOI:10.1080/15325008.2023.2246461
摘要

AbstractThe brushless direct current motors have gained popularity among the emerging technologies due to their increased efficiency, speed of operation, and density of flux. This paper presents a novel technique for controlling the speed of the brushless direct current motor by using hybrid algorithms. The Particle Swarm Optimization (PSO) algorithm is combined with the Takagi Sugeno adaptive fuzzy interference system and gravitational search algorithms to analyze the speed control of the brushless DC electric motor (BLDC) motors. The proposed model has designed multiple outputs prototype for BLDC motor with Takagi Sugeno fuzzy logic. Since the adaptive fuzzy logic system has three outputs, the final output is evaluated as the average value of all the outputs using the LMS algorithm. The speed control of the Brushless DC motor has also been analyzed using a combination of the gravitational search algorithm and the PSO algorithm. The motor parameters taken under consideration for the analysis have been tabulated. The different results obtained at the end of this study have been demonstrated through graphs and tables.Keywords: brushless DC electric motorcommutationfuzzy logicparticle swarm optimization Disclosure statementNo potential conflict of interest was reported by the authors.Ethics approval and consent to participateNo participation of humans takes place in this implementation process.Human and animal rightsNo violation of Human and Animal Rights is involved.Data availability statementData sharing not applicable to this article as no datasets were generated or analyzed during the current study.Additional informationNotes on contributorsP. SaravananP. Saravanan received his BE in Electrical and Electronics Engineering from Bannari Amman Institute of Technology, Sathyamangalam. ME in Applied Electronics from PSNA College of Engineering and Technology, Dindigul and Doctorate from Anna University Chennai, with Specialization in Power Quality Analysis. Prof. P. Saravanan joined Sri Subramanya College of Engineering and Technology, Palani as lecturer in 2004. He is presently working as Professor in the Department of Electrical and Electronics Engineering at Sree Sakthi Engineering College, Coimbatore. He has about 19 years of professional experiences. To his credit, he also published more than 50 research papers in various national and international journals and conferences. He is an Editorial board member for various international journals. He is also member in IEEE.R. Gandhi RajR. Gandhi Raj was born in Virudhunagar, Tamilnadu, India. He received his B.E degree in Electrical and Electronics Engineering from Madurai Kamaraj University, India in 2003. He received his M.E degree in Power Electronics and Drives at College of Engineering, Guindy, Anna University, Chennai, India in 2006 and Ph.D degree in Power Electronics and Drives from Anna University, Chennai, India in 2017. Since 2009, he is working as an Assistant Professor in the Department of Electrical and Electronics Engineering, Anna University, BIT Campus, Tiruchirappalli. He has 16 years of experience in teaching and published several papers in reputed journals. His current research interests include: Power Converters, Applications of Power Electronics in Power Systems, Renewable Energy Systems and Control System Design.Pudi SekharPudi Sekhar has completed Ph.D. in Electrical Engineering from the National Institute of Technology, Rourkela, India. As a Principal Investigator, he has completed DST-SERB sponsored project. At present he is working as an Associate Professor in Vignan's Institute of Information Technology (A), Visakhapatnam, India. His area of interest includes application of soft computing techniques to power systems.P. VijayarajanP. Vijayarajan was born in Tittagudi, in 1981. He completed his graduate programme in Electrical and Electronics Engineering from University of Madras in 2003 and his post graduate programme M.E (Power System Engineering) from Annamalai University in 2005. He completed PhD degree program from the Faculty of Electrical Engineering in Anna University, Chennai, Tamilnadu, India in 2018. From 2005 to 2009, he was an Assistant Professor in Engineering colleges, such as Kings College of Engineering and Karpagam University. Currently, he is working as Assistant professor (senior Grade) in Anna University, BIT campus, Tiruchirappalli, Tamilnadu, India. He has more than 07 and 04 publications in reputed international journals and conferences respectively. He has guided 20 graduates and 12 post graduate projects. He is presently guiding 05 research scholars under his guidance. He is a Fellow of IEE and Life Member in ISTE. His research interests include power systems, Application of power electronics converters in renewable energy systems, multilevel inverters and IOT applications to smart Electrical energy systems.
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