Islam, MA, Singh, JG, Jahan, I, Lipu, MSH, Jamal, T ORCID: https://orcid.org/0000-0002-6874-9371, Elavarasan, RM and Mihet-Popa, L (2021) Modeling and Performance Evaluation of ANFIS Controller-Based Bidirectional Power Management Scheme in Plug-In Electric Vehicles Integrated With Electric Grid. IEEE Access, 9. 166762 - 166780.

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Modeling_and_Performance_Evaluation_of_ANFIS_Controller-Based_Bidirectional_Power_Management_Scheme_in_Plug-In_Electric_Vehicles_Integrated_With_Electric_Grid.pdf - Published Version

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Abstract

A bi-directional power exchange between the plug-in electric vehicle (PEV) and the AC electrical grid is necessary to perform the Vehicle to Grid (V2G) and Grid to Vehicle (G2V) operations. While performing these operations, different power converters and controllers play an important role as mediators between the PEV and electric grid. Various works have demonstrated the utilization of controllers for PEV’s battery power management. However, the existing conventional controllers have technical shortcomings about vulnerability to controller gain, accurate mathematical modelling, poor adaptability, sluggish response to a sudden outburst and lengthy interval execution processing. Therefore, this paper develops an adaptive neuro-fuzzy inference system (ANFIS) control strategy based bidirectional power management scheme to ensure the optimal electrical power flow exchange between the AC electrical grid and battery storage system in PEVs. This paper aims to reduce the stress on the grid power side and utilize the unused power properly. The performance of the ANFIS model is varied using two PEVs based on real-life power consumptions by different loads at home based on five operational modes. Besides, a comparative analysis between the ANFIS controller and the PI controller is carried out to demonstrate the effectiveness of the proposed control scheme. The results illustrate that the proposed ANFIS controller delivers a smoother power injection from the PEV to the AC power grid with the least harmonics as well as achieves a smoother battery profile and less distortion when power is absorbed by PEV battery.

Item Type: Article
Additional Information: This work is licensed under a Creative Commons Attribution 4.0 License. For more information, see https://creativecommons.org/licenses/by/4.0/ CCBY - IEEE is not the copyright holder of this material. Please follow the instructions via https://creativecommons.org/licenses/by/4.0/ to obtain full-text articles and stipulations in the API documentation.
Uncontrolled Keywords: Batteries; PI control; Power markets; Power grids; Vehicle-to-grid; Power system stability; Distortion; ANFIS controller; plug-in electric vehicle; bidirectional power; state of charge; PI~controller
Subjects: T Technology > T Technology (General)
T Technology > TD Environmental technology. Sanitary engineering
T Technology > TL Motor vehicles. Aeronautics. Astronautics
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Depositing User: Symplectic
Date Deposited: 11 Jan 2022 16:14
Last Modified: 17 Feb 2022 15:49
URI: https://eprints.keele.ac.uk/id/eprint/10482

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