Battery-Supercapacitor Current Control Using Fuzzy Supervisory with PI Controller for Electric Vehicle Application

Main Article Content

Adnan Rafi Al Tahtawi
Muhammad Reihan Iskandar
Sofian Yahya
Toto Tohir
Dedi Aming

Keywords

Battery-Supercapacitor, Current Control, Fuzzy Supervisory Control, PI Controller, Electric Vehicle

Abstract

The configuration of the battery-supercapacitor as a hybrid power source (HPS) is one solution to overcome the limitations of battery life, such as in an electric vehicle. To achieve battery energy savings when a supercapacitor is added, a control scheme is needed. This paper proposes a battery-supercapacitor current sharing control scheme using Fuzzy Supervisory Control (FSC). The FSC is designed to determine how much current of the battery and supercapacitor need to discharge based on the current requirement of the load. The output of the FSC will produce a reference current which is then controlled in the main closed-loop control using a Proportional-Integral (PI) controller. The control signal in the form of a duty cycle is then used to regulate the battery-supercapacitor current through a DC/DC converter. This control scheme is tested using a resistive load change scenario both simulation and experimental. The results show that the battery-supercapacitor current can be controlled according to the loading conditions.

Downloads

Download data is not yet available.
Abstract 229 | PDF Downloads 199

References

[1] M. A. Soumeur, B. Gasbaoui, O. Abdelkhalek, J. Ghouili, T. Toumi, and A. Chakar, “Comparative Study of Energy Management Strategies for Hybrid Proton Exchange Membrane Fuel Cell Four Wheel Drive Electric Vehicle,” Journal of Power Sources, vol. 462, pp. 228167, 2020.

[2] E. R. Aswathi, P. K. Prathibha, and J. R. Nair, “Regenerative Braking of BLDC Motor using Fuzzy Control for Electric Vehicles,” in 2018 Second International Conference on Inventive Communication and Computational Technologies (ICICCT), Coimbatore, pp. 1661–1665. 2018.

[3] K. Wang, W. Wang, L. Wang, and L. Li, “An Improved SOC Control Strategy for Electric Vehicle Hybrid Energy Storage Systems,” Energies, vol. 13, no. 20, pp. 5297, 2020.
[4] Z. Cabrane, M. Ouassaid, and M. Maaroufi, “Battery and Supercapacitor for Photovoltaic Energy Storage: A Fuzzy Logic Management,” IET Renewable Power Generation, vol. 11, no. 8, pp. 1157–1165, 2017.

[5] R. Prambudi, "Simulasi Sistem Hibrida Baterai dan Superkapasitor menggunakan Kontrol Logika Fuzzy untuk Penghalus Daya Luaran Turbin Angin," Undergraduate Thesis, Institut Teknologi Sepuluh Nopember, 2019.

[6] M. Zand, M. A. Nasab, A. Hatami, M. Kargar, and H. R. Chamorro, “Using Adaptive Fuzzy Logic for Intelligent Energy Management in Hybrid Vehicles,” in 2020 28th Iranian Conference on Electrical Engineering (ICEE), pp. 1–7, 2020.

[7] K. Ye and P. Li, “A New Adaptive PSO-PID Control Strategy of Hybrid Energy Storage System for Electric Vehicles,” Advances in Mechanical Engineering, vol. 12, no. 9, pp. 1-5, 2020.
[8] M. C. Joshi and S. Samanta, “Energy Management with Improved Frequency Sharing Based Control for Battery/Ultracapacitor Hybrid Energy System in The Presence of Delay,” IET Power Electronics, vol. 13, no. 10, pp. 2019–2028, 2020.

[9] M. R. Hans, A. B. Renapurkar, and K. K. Ghuge, “Implementation of Fuzzy Logic for Modern E-Vehicles Using Super Capacitors and Li-ion Battery,” in 2020 International Conference on Smart Electronics and Communication (ICOSEC), pp. 1128–1132. 2020.

[10] J. J. Eckert, L. Corrêa de Alkmin e Silva, F. Mazzariol Santiciolli, E. dos Santos Costa, F. C. Corrêa, and F. Giuseppe Dedini, “Energy Storage and Control Optimization for An Electric Vehicle,” Int J Energy Res, vol. 42, no. 11, pp. 3506–3523, 2018.

[11] A. S. Babu and A. T. Vijayan, “Energy Management Scheme for Hybrid Energy Storage System in Electric Vehicles Application,” AIP Conference Proceedings 2222, pp. 040004, 2020.

[12] M. Van Jaarsveld and R. Gouws, “Intelligent Controller for A Hybrid Energy Storage System,” in 2019 International Multidisciplinary Information Technology and Engineering Conference (IMITEC), pp. 1–7. 2019.

[13] D. R. Brafianto and I. Wijono, “Aplikasi Kontrol Fuzzy pada Manajemen Penyimpanan Energi Kendaraan Listrik,” SinarFe7-4 2021, vol 4, no.1, pp. 6, 2021.

[14] T. Dhia, N. A. Mardiyah, and N. Nurhadi, “Fuzzy Logic Control Design in Hybrid Energy Storage System Super-Capacitor Battery for Electric Vehicle,” KINETIK, vol. 4, no. 1, pp. 75–86, 2018.

[15] J. Hu, X. Jiang, M. Jia, and Y. Zheng, “Energy Management Strategy for the Hybrid Energy Storage System of Pure Electric Vehicle Considering Traffic Information,” Applied Sciences, vol. 8, no. 8, pp. 1266, 2018.

[16] R. Ristiana, A. S. Rohman, C. Machbub, A. Purwadi, and E. Rijanto, “A New Approach of EV Modeling and its Control Applications to Reduce Energy Consumption,” in IEEE Access, vol. 7, pp. 141209-141225, 2019.