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Research Article

Performance analysis and enhancement of brain emotion-based intelligent controller and its impact on PMBLDC motor drive for electric vehicle applications

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Pages 5640-5664 | Received 06 Aug 2021, Accepted 13 Dec 2021, Published online: 15 Jan 2022
 

ABSTRACT

Growing awareness of electric vehicles insists on the necessity of Permanent Magnet Brushless Direct Current Motor (PMBLDCM) worldwide. This paper involves building a simulation model of the complete PMBLDCM drive system using Matlab/Simulink to control the speed and Torque. Using the Simulink model, speed parameters with various controllers of the drive system are studied and analyzed. The conventional PI controller is capable of controlling the speed of the PMBLDC motor. H1owever, it cannot give assurance of the stability of the motor throughout the load variation. In a speed loop, Improved Brain Emotional Learning Based Intelligent Controller (IBELBIC) is proposed in this paper. The proposed IBELBIC-based PMBLDC motor drive system with a rating of 3 phase, 30 V, 400 W, 3000 RPM is implemented using Spartan 3 Field Programmable Gate Array (FPGA) from Xilinx. This paper presents an IBELBIC design for enhancing the speed performance of the drive system at various set speeds and different load conditions of 1.2 Nm load, 0.6 Nm load, and no load. The proposed PMBLDCM drive system is realized with the help of a Very high speed integrated circuit Hardware Description Language (VHDL) programming algorithm of digital Pulse Width Modulation (PWM) generator topology. Various test cases are evaluated under different operating conditions to demonstrate the learning capability and the applicability of the proposed controller. In this paper, simulation validation is done using hardware setup, and experimental results are monitored on a computer using a customized program developed using LabVIEW (Laboratory Virtual Instrumentation Engineering Workbench). Instead of a Data Acquisition (DAQ) card, the Virtual Instrument Software Architecture (VISA) tool of LabVIEW software is used in this work and results in cost minimization of the experimental setup.

Disclosure statement

No potential conflict of interest was reported by the author(s).

Additional information

Notes on contributors

Gunapriya Balan

Gunapriya Balan received the Master of Engineering and Ph.D. degrees from Anna University, India. She has almost 20 years of teaching and industry experience. She is currently working as an Associate Professor with the Department of Electrical and Electronics Engineering, New Horizon College of Engineering, Bengaluru. She has published 35 technical articles, six patents and two book chapters. Her research interests include power electronics, variable frequency drives, electric vehicles, and intelligent control. She is a recipient of the Innovative Technological Research Award and Dedicated Teaching Professional Award, in 2017.

Suma Christal Mary Sundararajan

Suma Christal Mary Sundararajan received the master’s degree in Computer Science and Engineering from Francis Xavier Engineering College, Tirunelveli and Ph.D. degree in Computer Science and Engineering from Kalasalingam University, Srivilliputhur in 2016. She is currently working as Professor in the Department of Information Technology at Panimalar Institute of Technology, Poonamallee, Chennai. She has published more than 25 research articles in Scopus, SCI indexed journals and presented 40 papers in national and international conferences. She has received Young Scientist award from Computer Society of India and received Best Project award from Dr.Kalam Educational Trust, Best Teacher Award from IEAE. Her areas of interest include Network Security, Neural Networks, IoT, Virtual reality and Soft Computing, etc.

Singaravelan Arumugam

Singaravelan Arumugam received the M.Tech. degree in power electronics and drives and the Ph.D. degree from the Vellore Institute of Technology (VIT) –Vellore, India, in 2013 and 2019, respectively. He is currently working as a Senior Assistant Professor with the New Horizon College of Engineering, Bengaluru, India. His research interests include optimization techniques, smart grid, demand-side management, home energy management, demand response, embedded systems.

Mathankumar Manoharan

Mathankumar Manoharan is working as an Assistant Professor in the Department of Electrical and Electronics Engineering at Kumaraguru College Technology, Coimbatore, India. He is graduated in Electrical and Electronics Engineering and specialized in the field of Embedded Systems. His area of interests includes Energy efficient sensor networks, Internet of Things, Electric Vehicle and Innovative teaching methodologies for Engineering. He has published 2 patents, 25 articles in peer reviewed international journals, 15 papers in international conferences and coauthored a book chapter.

Karthik Muthukrishnan

Karthik Muthukrishnan is currently working as Assistant Professor in the Department of Electrical and Electronics Engineering at Sri Ramakrishna Engineering College, Coimbatore. He received his B.E., degree in Electrical & Electronics Engineering from Vel Tech Multi Tech Dr. RR & Dr. SR Engineering College, Chennai, India in 2013. He received his M.E., degree (with Distinction & Programme Topper) in High Voltage Engineering from National Engineering College, Kovilpatti, India in 2015. Currently, he is pursuing his Ph.D in the field of Liquid Dielectrics as a part time scholar in Anna University, Chennai. He has published 23 papers in international journals, 8 papers in scopus journals and 1 paper in Web of Science Journal. His field of interest includes High Voltage Insulation Systems, HVDC Transmission and Power Systems. He is an Honorary Rosalind Member of London Journals Press and a lifetime member of ISTE & IAENG.

Suresh Muthusamy

Suresh Muthusamy received the bachelor’s degree in Electrical and Electronics Engineering and the master’s degree in Power Electronics and Drives during the year 2009 and 2011 from Anna University, Chennai and Anna University, Coimbatore respectively. Currently, he is working towards the Ph.D. degree in Electrical Engineering at Anna University, Chennai in the area of Hybrid Renewable Energy Systems. Since 2011, he has been working as Assistant Professor Senior Grade in the Department of Electronics and Communication Engineering at Kongu Engineering College (Autonomous), Perundurai, Erode. He published more than 65 research articles in the reputed International Journal publications like Elsevier, Springer, Taylor & Francis, SAGE, ASME, etc & indexed in SCI, SCIE, Scopus and Web of Science with good impact factor and also presented many papers in National and International conferences. His areas of interests include hybrid renewable energy systems, power electronic converters, hybrid electric vehicles and battery management systems.

Hitesh Panchal

Hitesh Panchal received the bachelor’s degree in Mechanical Engineering from Government Engineering College, Modasa, Gujarat during the year 2004 and the master’s degree in Internal Combustion Engines and Automobile from L.D. College of Engineering, Ahmedabad, Gujarat during the year 2006. He then received the Ph.D degree in Mechanical Engineering in the area of Solar Thermal Engineering from K.S.V. University, Gandhinagar, Gujarat in 2015. Dr. Panchal has published more than 150 research articles in reputed National and International Journal publications like Taylor and Francis, Springer, Elsevier, ASME, SAGE, etc. and also received 4500+ Google Scholar citations with h-index of 43 and i-10 index of 101. Dr.Panchal received many prestigious awards like Best Ph.D Thesis Award, Bharat Excellence Award, Young Scientist Award, Bright Researchers Award and many more from various organizations. Dr.Panchal has completed 2 Research projects from GUJCOST, DST of 15 lakhs and currently working on one Research project from DTE. Dr.Panchal has filed 24 full patents & 4 Industrial designs and among them 2 patents & 2 industrial designs has been granted. Recently, Dr.Panchal has been selected in “Top 2% Indian Scientist under the energy category” published by Stanford University.

Kumaresan Varadharaj

Kumaresan Varadharaj received the bachelor’s degree in Electronics and Communication Engineering and the master’s degree in Power Electronics and Drives during the year 2009 and 2011 from Anna University, Chennai and Anna University, Tirunelveli respectively. Currently, he is working towards his Ph.D. degree in Electrical Engineering at Anna University, Chennai in the area of Electric Vehicle Integration. Since 2012, he has been working as Assistant Professor Senior Grade in the Department of Electrical and Electronics Engineering at Kongu Engineering College, Perundurai, Erode. He published more than 10 research articles in reputed international journal publications. His areas of interests include Electric Vehicle Integration, Power Quality, microgrid.

Kishor Kumar Sadasivuni

Kishor Kumar Sadasivuni is working in Center for Advanced Materials, Qatar University. He has published 82 Journal papers, 12 book chapters, 7 books edited and 3 patents filed. He has about 10 years of experience in synthesis & characterization of nanoparticles and also in manufacturing nanocomposites for industrial applications. His areas of interest include different types of nanocomposite fabrication, modifications, designs and their applications especially sensors, piezoelectrics, actuators, energy storage, Dielectrics, 3D-Printing and flexible electronics.

Santhakumar Jayakumar

Santhakumar Jayakumar received a bachelor’s degree in Mechanical Engineering and a master’s degree in CAD/CAM during the years 2008 and 2011 from Anna University, Chennai. Currently, he is working towards a Ph.D. degree in Mechanical Engineering at SRM Institute of Science and Technology, Chennai in the area of Metal Cutting. Since 2011, he has been working as Assistant Professor Senior Grade in the Department of Mechanical Engineering at SRM Institute of Science and Technology, Chennai, Tamilnadu, India. He published more than 10 research articles in reputed international journal publications like Elsevier, Springer, etc. His areas of interest include Metal Cutting, Metal forming, and Optimization, Energy, and hybrid electric vehicles.

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