An Improved Current Control Charging Scheme Using Neuro-fuzzy and Fopid Based Mppt System for EV Charging

An Improved Current Control Charging Scheme Using Neuro-fuzzy and Fopid Based Mppt System for EV Charging

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© 2021 by IJETT Journal
Volume-69 Issue-10
Year of Publication : 2021
Authors : Ravindra Panchariya, Dr. Poonam Syal
DOI :  10.14445/22315381/IJETT-V69I10P232

How to Cite?

Ravindra Panchariya, Dr. Poonam Syal, "An Improved Current Control Charging Scheme Using Neuro-fuzzy and Fopid Based Mppt System for EV Charging," International Journal of Engineering Trends and Technology, vol. 69, no. 10, pp. 251-257, 2021. Crossref, https://doi.org/10.14445/22315381/IJETT-V69I10P232

Abstract
In this paper, a novel and enhanced current control method is proposed that is based on the adaptive neuro-fuzzy inference system (ANFIS) and fractional order proportional integral derivative (FOPID) systems. The main contribution of this paper is to reduce the oscillations and increase the efficiency, response time, and lifespan of the battery by providing optimum current to the batteries. For this, an intelligent neuro-fuzzy system is utilized in the model that takes power & voltage error and power& voltage change in error as two inputs to give a single output of reference voltage. Any voltage below or above the reference voltage can damage the battery of the EV. To tackle this issue, MPPT and De-rating operations are performed in the proposed work when the output voltage is below and above the reference voltage, respectively. In addition to this, the FOPID controller produces control signals that improve response time and efficiency of the entire system. The efficacy of the suggested hybrid ANFIS-FOPID approach is analyzed and compared with the state of an art method in the MATLAB software. The simulated outcomes determine that the proposed ANFIS-FOPID model is more efficient and convenient for charging the batteries of EVs.

Keywords
Electrical vehicles, Battery charging issues, FOPID controller, renewable energy, Intelligent systems, etc.

Reference
[1] X. Zhou et al., The current research on an electric vehicle, Chinese Control and Decision Conference (CCDC), (2016) 5190-5194.
[2] M. Yilmaz and P. T. Krein, Review of the impact of vehicle-to-grid technologies on distribution systems and utility interfaces, IEEE Transactions on Power Electronics, 28(12) (2013) 5673–5689.
[3] Sustainable Mobility for All Initiative, Global Mobility Report (2017), Available at: https://sum4all.org/publications/globalmobility- report-2017.
[4] Anenberg, S. et al., A global snapshot of the air pollution-related health impacts of transportation sector emissions in 2010 and 2015, International Council on Clean Transportation, (2019) 55.
[5] State of Oregon: Oregon Department of energy, Available at: http://www.oregon.gov/energy/Pages/index.aspx. (2013).
[6] Habib, Salman & Khan, Muhammad & Abbas, Farukh& Tang, Houjun, Assessment of electric vehicles concerning impacts, charging infrastructure with unidirectional and bidirectional chargers, and power flow comparisons, International Journal of Energy Research, 42(2017) 3416-344.
[7] Mwasilu, Francis & Justo, Jackson John & Kim, Eun-Kyung & Do, Ton Duc& Jung, Jin-Woo, Electric vehicles and smart grid interaction: A review on the vehicle to grid and renewable energy sources integration, Renewable and Sustainable Energy Reviews, Elsevier, 34(C) (2014) 501-516.
[8] M. Pathare, V. Shetty, D. Datta, R. Valunjkar, A. Sawant, and S. Pai, Designing and implementation of maximum power point tracking (mppt) solar charge controller, in 2017 International Conference on Nascent Technologies in Engineering (ICNTE). IEEE, (2017) 1–5.
[9] Z. J. Andaloussi, A. Raihani, A. Elmagri, and O. Bouattane, Toward an approach to improve mppt efficiency for pv system, in 2017 International Conference on Wireless Technologies, Embedded and Intelligent Systems (WITS). IEEE, (2017) 1–5.
[10] A. Khaligh and O. C. Onar, Energy harvesting: solar, wind, and ocean energy conversion systems, CRC press(2009).
[11] H. K. Singh and N. Kumar, Current Controlled Charging Scheme for off Board Electric vehicle Batteries from Solar PV Array, 2020 7th International Conference on Signal Processing and Integrated Networks (SPIN) (2020) 935-940.
[12] Lee H-S, Yun J-J, Advanced MPPT Algorithm for Distributed Photovoltaic Systems, Energies, 12 (2019) 3576.
[13] Singh, Pulkit & Singh, Rajendra, A Comparative Study of ANFIS Based MPPT Techniques, IJETT International Journal of Electrical and Electronics Engineering (IJETT-IJEEE), 3(5) (2016).
[14] Ramesh, Suguna, Photo voltaic based Super-lift Luo Converter using Improved Perturb and Observe Technique, International Conference on Emerging Trends in Engineering, Technology, Science and Management (ICET-2017)-special issue, (2017).
[15] P. E SARIKA, Josephkutty Jacob, Sheik Mohammed, Shiny Paul, A Novel Hybrid Maximum Power Point Tracking Technique With Zero Oscillation Based On P&O Algorithm, International Journal of Renewable Energy Research-IJRER, 10(4) (2020).
[16] M. Aquib, S. Jain and V. Agarwal, A Time-Based Global Maximum Power Point Tracking Technique for PV System, in IEEE Transactions on Power Electronics, 35(1) (2020) 393-402.
[17] M. Khatab, M. I. Marei and H. M. Elhelw, An Electric Vehicle Battery Charger Based on Zeta Converter Fed from a PV Array, 2018 IEEE International Conference on Environment and Electrical Engineering and 2018 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe), (2018) 1-5.
[18] Sadeq D. Al-Majidi, Maysam F. Abbod, Hamed S. Al-Raweshidy, A novel maximum power point tracking technique based on fuzzy logic for photovoltaic systems, International Journal of Hydrogen Energy, 43(31) (2018) 14158-14171.
[19] S. S. Nadkarni, S. Angadi and A. B. Raju, Simulation and Analysis of MPPT Algorithms for Solar PV based Charging Station, Electronics and Mechanical Systems (CTEMS), International Conference on Computational Techniques, (2018) 45-50.
[20] R.Kanimuthu ,P.Madasamy, A New Power Angle based Maximum Power Point Tracking (MPPT)Technique and Analyze Performance of Solar PV System, IJETT international journal of Electrical and Electronics Engineering (IJETT-IJEEE)- special issue ICRTETM, (2019).
[21] D.Thamizhthendral, V.ashokkumar, A Grid Connected Luo Converter with MPPT Technique, IJETT International Journal of Electrical and Electronics Engineering ( IJETT – IJEEE ), 5(1) (2018).
[22] Anantachaisilp, Parinya& Lin, Zongli, Fractional Order PID Control of Rotor Suspension by Active Magnetic Bearings, Actuators, 6(4) (2017).