Modelling and Analysis of Hybrid Fuzzy Tuned PI Controller based PMBLDC Motor for Electric Vehicle Applications

International Journal of Electrical and Electronics Engineering
© 2023 by SSRG - IJEEE Journal
Volume 10 Issue 2
Year of Publication : 2023
Authors : K.S. Kavin, P. Subha Karuvelam, Abhinav Pathak, T.R Premila, R. Hemalatha, Tharwin Kumar
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K.S. Kavin, P. Subha Karuvelam, Abhinav Pathak, T.R Premila, R. Hemalatha, Tharwin Kumar, "Modelling and Analysis of Hybrid Fuzzy Tuned PI Controller based PMBLDC Motor for Electric Vehicle Applications," SSRG International Journal of Electrical and Electronics Engineering, vol. 10,  no. 2, pp. 8-18, 2023. Crossref, https://doi.org/10.14445/23488379/IJEEE-V10I2P102

Abstract:

Permanent magnet machines are very suitable for Electric vehicles and Motor pump applications because of their simple construction, ease of control and high efficiency. Among the different Permanent Magnet Brushless DC motors (PMBLDC) as well as permanent magnet motors are particularly very suitable for EV applications owing to their high-speed performance and constant speed-torque features. In this paper, the PMBLDC motor is modelled and analysed mathematically using its equivalent circuit. The PMBLDC motor speed is controlled using an intelligent fuzzy logic-tuned PI controller. This fuzzy logic-tuned PI controller and hysteresis current controller (HCC) perform steady state speed and closed loop speed control operation. This proposed hybrid speed controller reduces the second-order underdamped system drawbacks such as settling time, integral absolute error, steady-state error and maximum peak overshoot. A proposed controller achieves a settling time for motor speed at 0.1 s, which provides smooth control for the speed of the PMBLDC motor. The design and modelling of the entire work are done with Matlab's help to verify the proposed hybrid system's performance.

Keywords:

PMBLD0C motor, Hybrid fuzzy tuned PI controller, PMSM motor, Electronic commutator, Integral error.

References:

[1] Muhammad Hosnee Mobarak, Rafael N. Kleiman, and Jennifer Bauman, "Solar-Charged Electric Vehicles: A Comprehensive Analysis of Grid, Driver, and Environmental Benefits," IEEE Transactions on Transportation Electrification, vol. 7, no. 2, pp. 579- 603, 2021. Crossref, http://doi.org/10.1109/TTE.2020.2996363
[2] Shahab Shamshirband, Timon Rabczuk, and Kwok-Wing Chau, "A Survey of Deep Learning Techniques: Application in Wind and Solar Energy Resources," IEEE Access, vol. 7, pp. 164650-164666, 2019. Crossref, http://doi.org/10.1109/ACCESS.2019.2951750
[3] Kalpesh Chaudhari et al., "Hybrid Optimization for Economic Deployment of ESS in PV-Integrated EV Charging Stations," IEEE Transactions on Industrial Informatics, vol. 14, no. 1, pp. 106-116, 2018. Crossref, http://doi.org/10.1109/TII.2017.2713481
[4] Gautham Ram Chandra Mouli et al., "Integrated PV Charging of EV Fleet Based on Energy Prices, V2G, and Offer of Reserves," IEEE Transactions on Smart Grid, vol. 10, no. 2, pp. 1313-1325, 2019. Crossref, http://doi.org/10.1109/TSG.2017.2763683
[5] Prashant Kumar et al., "Iron-Loss Modeling With Sensorless Predictive Control of PMBLDC Motor Drive for Electric Vehicle Application," IEEE Transactions on Transportation Electrification, vol. 7, no. 3, pp. 1506-1515, 2021. Crossref, http://doi.org/10.1109/TTE.2020.3036991
[6] K. S. Kavin, and P. Subha Karuvelam, “PV-based Grid Interactive PMBLDC Electric Vehicle with High Gain Interleaved DC-DC SEPIC Converter,” IETE Journal of Research, 2021. Crossref, http://doi.org/10.1080/03772063.2021.1958070
[7] Poovizhi Mani et al., “An Optimized Design Modelling of PV Integrated SEPIC-Based Four-Switch Inverter for Sensorless PMBLDC Motor Control,” Automatika, vol. 63, no. 1, pp. 90-101, 2022. Crossref, http://doi.org/10.1080/00051144.2021.2008621
[8] Ahmad S. Al-Adsani, Michel E. AlSharidah, and Omid Beik, "BLDC Motor Drives: A Single Hall Sensor Method and a 160° Commutation Strategy," IEEE Transactions on Energy Conversion, vol. 36, no. 3, pp. 2025-2035, 2021. Crossref, http://doi.org/10.1109/TEC.2020.3046183
[9] S. O. Kwon et al., "Loss Distribution of Three-Phase Induction Motor and BLDC Motor According to Core Materials and Operating," IEEE Transactions on Magnetics, vol. 45, no. 10, pp. 4740-4743, 2009. Crossref, http://doi.org/10.1109/TMAG.2009.2022749
[10] Haifeng Zhang et al., "High-Precision Sensorless Optimal Commutation Deviation Correction Strategy of BLDC Motor With Asymmetric Back EMF," IEEE Transactions on Industrial Informatics, vol. 17, no. 8, pp. 5250-5259, 2021. Crossref, http://doi.org/10.1109/TII.2020.3027010 
[11] Haifeng Zhang, and Haitao Li, "Fast Commutation Error Compensation Method of Sensorless Control for MSCMG BLDC Motor With Nonideal Back EMF," IEEE Transactions on Power Electronics, vol. 36, no. 7, pp. 8044-8054, 2021. Crossref, http://doi.org/10.1109/TPEL.2020.3030777
[12] Jasper De Viaene et al., "Sensorless Load Angle Control for Energy Optimal Sinusoidal Driven BLDC Motor Applications," IEEE/ASME Transactions on Mechatronics, vol. 27, no. 4, pp. 2290-2300, 2022. Crossref, http://doi.org/10.1109/TMECH.2021.3104327
[13] Rahat Ullah Khan, "Real Time Performance Evaluation of Modified PMDC Motor, BLDC Motor and Dual Commutator PMDC Machine," 2017 International Conference on Energy, Communication, Data Analytics and Soft Computing, pp. 2419-2423, 2017. Crossref, http://doi.org/10.1109/ICECDS.2017.8389883
[14] Rodolfo L. Valle et al., "Simple and Effective Digital Control of a Variable-Speed Low Inductance BLDC Motor Drive," IEEE Access, vol. 8, pp. 13240-13250, 2020. Crossref, http://doi.org/10.1109/ACCESS.2020.2966437
[15] Changliang Xia, Zhiqiang Li, and Tingna Shi, "A Control Strategy for Four-Switch Three-Phase Brushless DC Motor Using Single Current Sensor," IEEE Transactions on Industrial Electronics, vol. 56, no. 6, pp. 2058-2066, 2009. Crossref, http://doi.org/10.1109/TIE.2009.2014307
[16] Mohammed. S. Mohammed, Khaled. M. Al-Awasa, and Husssein. D. Al-Majali, "Energy Management and Control in Micro Grid with Hybrid Energy Storage Systems by Using PI and Flatness Theory," International Journal of Engineering Trends and Technology, vol. 69, no. 11, pp. 227-235, 2021. Crossref, https://doi.org/10.14445/22315381/IJETT-V69I11P229
[17] Ngoc-Khoat Nguyen et al., "Designing an Effective Hybrid Control Strategy to Balance a Practical Inverted Pendulum System," International Journal of Engineering Trends and Technology, vol. 70, no. 5, pp. 80-87, 2022. Crossref, https://doi.org/10.14445/22315381/IJETT-V70I5P210
[18] Djamel Eddine Beladjine et al., "A Comparative Study of BLDC Motor Speed Control Using PI and ANN Regulator," 2021 18th International Multi-Conference on Systems, Signals & Devices (SSD), pp. 1291-1295, 2021. Crossref, https://doi.org/10.1109/SSD52085.2021.9429474
[19] Nguyen Thi Thanh Nga, "Design a Hybrid PI – Hedge Algebraic Controller for Controlling Brushless DC Motor," SSRG International Journal of Electrical and Electronics Engineering, vol. 5, no. 6, pp. 28-33, 2018. Crossref, https://doi.org/10.14445/23488379/IJEEE-V5I6P105
[20] R. Karthik Kumar, "Fuzzy Tuned PI Controller for Shunt Active Power Filter," International Journal of Recent Engineering Science, vol. 7, no. 6, pp. 23-30, 2020.
[21] Praveenkumar Chandran, Kaliamoorthy Mylsamy, and Prabha Umapathy, "Conceptual Design and Material Analysis of BLDC Motor Using FEA Tools for Electric Vehicle Applications," Technical Journal, vol. 29, no. 3, pp. 1010-1018, 2022. Crossref, https://doi.org/10.17559/TV-20210425201219
[22] Bahrami, Mansour, Hossein Mokhtari, and Amin Dindar, "Energy Regeneration Technique for Electric Vehicles Driven by a Brushless DC Motor," IET Power Electronics, vol. 12, no. 13, pp. 3397-3402, 2019. Crossref, https://doi.org/10.1049/iet-pel.2019.0024
[23] Keun-Young Yoon, and Soo-Whang Baek, "Robust Design Optimization with Penalty Function for Electric Oil Pumps with BLDC Motors," Energies, vol. 12, no. 1, p. 153, 2019. Crossref, https://doi.org/10.3390/en12010153
[24] Senthil Kumar R, I. Gerald Christopher Raj, and S. Sharavanan, "Performance Analysis of BLDC Motor Drive using Enhanced Neural Based Speed Controller for Electric Vehicle Applications," International Journal of Vehicle Structures and Systems, vol. 12, no. 2, pp. 235-240, 2020. Crossref, https://doi.org/10.4273/ijvss.12.2.24
[25] Arun Eldho Alias, and F. T. Josh, "Design Analysis of SSD Optimized Speed Controller for BLDC Motor," International Journal of Electrical and Electronics Research, vol. 10, no. 3, pp. 529-535, 2022. Crossref, https://doi.org/10.37391/IJEER.100321
[26] Harshwardhan Soni, and V.G. Durgarao Rayudu, "ANFIS-Controlled Voltage Source for Vigorous Speed Control of BLDC Motor Drive for Utilization in Smart Electric Vehicles," 2022 2nd International Conference on Emerging Frontiers in Electrical and Electronic Technologies, pp. 1-6, 2022. Crossref, https://doi.org/10.1109/ICEFEET51821.2022.9847996
[27] Mr. Satish B. Tarpe, and Dr. Ram S. Dhekekar, "Review: Real Time Implementation of FPGA Base System - Speed Control of DC Motor using PID Controller," SSRG International Journal of Electronics and Communication Engineering, vol. 2, no. 3, pp. 20-23, 2015. Crossref, https://doi.org/10.14445/23488549/IJECE-V2I3P118
[28] Bo-pi Jin et al., "High Precision Servo Control of Single-phase BLDC motor based on Fuzzy self-tuning PID," 2022 International Symposium on Control Engineering and Robotics (ISCER), pp. 38-41, 2022. Crossref, https://doi.org/10.1109/ISCER55570.2022.00013
[29] Manish S. Trivedi, and Ritesh Kumar Keshri, "Evaluation of Predictive Current Control Techniques for PM BLDC Motor in Stationary Plane," IEEE Access, vol. 8, pp. 46217-46228, 2020. Crossref, https://doi.org/10.1109/ACCESS.2020.2978695
[30] K. Balamurugan et al., "Comparative Analysis of CUK, SEPIC, Buck-Boost and ZETA Converters to Reduce Commutation Torque Ripple in BLDC Motor," 2022 International Conference on Advanced Computing Technologies and Applications (ICACTA), pp. 1-7, 2022. Crossref, https://doi.org/10.1109/ICACTA54488.2022.9753362
[31] Dr. G. Dinesh, "A Modified Self Tuning Fuzzy Logic Controller for Brushless Direct Current Motor," International Journal of Recent Engineering Science, vol. 1, no. 4, pp. 22-27, 2014.