Analysis and Simulation of AI based ANFIS Controller for Solar Powered DC Fast Charging in Electric Vehicles
DOI:
https://doi.org/10.32628/IJSRST25122250Keywords:
ANFIS Controller, Renewable Energy, DC Fast Charging, Energy Management, Dual Active Bridge, Solar Photo Voltaic Array, Energy efficiencyAbstract
Electric vehicles are becoming more and more popular due to their environmental benefits and lesser operating cost. However, the main challenges related with EV’s are lengthy time charging required. This abstract proposes a novel approach to address this challenge by developing a solar-powered charging system in EV’s. that is fast and efficient. DAB converters are used to transfer power from a solar photovoltaic (PV) system to the EV battery. An (ANFIS) controller will be used to enhance the act of the DAB converter, ensuring that the control is moved in solar panels to the battery. The arrangement is designed to reach a 75% charge for a lithium-ion battery in 50 minutes using a Dual active bridge and an ANFIS controller. This represents a significant improvement over conventional charging methods, which can take several hours to fully charging an EV battery. The system will be modelled and simulated using MATLAB SIMULINK. The system can operate efficiently even under disturbances and fluctuations. These findings suggest that wireless charging has the potential to become a viable alternative to conventional charging methods.
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Jitendra Gupta; Bhim Singh, “A Bidirectional Home Charging Solution for an Electric Vehicle”, 2019 IEEE International Conference on Environment and Electrical Engineering and 2019 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe),01 August 2019.
Puja Vilas Patil; Syed A. Naveed, “Implementation of VFD Application for Speed Control of Induction Motor”, 2020 International Conference on Smart Innovations in Design, Environment, Management, Planning and Computing (ICSIDEMPC),01 January 2021.
P. Suwanapingkarl; S. Prakobkit; K. Srivallop; M. Boonthienthong, “Reviews: The Impacts of Electric Vehicles (EVs) and Renewable Energy Resources (REs) on The Distribution Power Network”, 2020 International Conference on Power, Energy and Innovations (ICPEI),18 May 2021.
Seung Taik Kim; Chang Wan Hong; "A study on a new sensor less control method for an induction motor using a non-linear speed observer and hybrid V/f control method", 2023 IEEE Texas Power and Energy Conference (TPEC),13-14 February 2023.
Lei Zhao; Duleepa J. Thrimawithana; Udaya K. Madawala; Craig A. Baguley, “Performance optimization of LC bi-directional inductive power transfer system”, 2015 IEEE 13th Brazilian Power Electronics Conference and 1st Southern Power Electronics Conference (COBEP/SPEC),29 February 2016.
Abhinav Bhattacharjee; Sangit Saha; D Elangovan; G Arunkumar, “Design of circuit for battery charging of electric vehicles: From renewable energy sources”, 2017 International Conference on Energy, Communication, Data Analytics and Soft Computing (ICECDS),21 June 2018.
Anjeet Verma; Bhim Singh, “Solar PV Array-WECS Based Integrated EV Charging System with Dual Mode of Operation”, 2018 IEEE 8th Power India International Conference (PIICON),02 May 2019
Nesar Uddin; Md. Saiful Islam, “Optimization of PV Energy Generation based ANFIS”, 2018 International Conference on Innovations in Science, Engineering and Technology (ICISET),27 June 2019.
Pin-Yu Huang; Takahiro Ohta ;" Bidirectional Isolated Ripple Cancel Dual Active Bridge DC-DC Converter", 2019 IEEE Third International Conference on DC Microgrids (ICDCM), 20-23 May 2019.
Marcos Aguirre; Amirnaser Yazdani, “A Single-Phase dc-ac Dual-Active-Bridge Based Resonant Converter for Grid-Connected Photovoltaic (PV) Applications”, 2019 21st European Conference on Power Electronics and Applications (EPE '19 ECCE Europe), 28 November 2019.
M. K. Loganathan; Cher Ming Tan; Bikash Mishra; Titus A. M. Msagati; Lukas W. Snyman, “Review and selection of advanced battery technologies for post 2020 era electric vehicles”, 2019 IEEE Transportation Electrification Conference (ITEC-India),30 April 2020.
Bhatti, A.R., Salam, Z., Bin Abdul Aziz, M.J., et al.: ‘Electric vehicles charging using photovoltaic: status and technological review’, Renew. Sust. Energy Rev., 2016, 54, pp. 34–47.
Yangjie Deng; Jian Liu; Weilun Tang; Xiaomeng Wei; Xiaoqiao Han; Chengzhi Feng, “Stability analysis of bi-directional DC-DC converter based on battery energy storage”, 2021 International Conference on Intelligent Computing, Automation and Systems (ICICAS), 07 March 2022.
Yashwant Rana; Pankaj Pratush; Seraj Ansari; Sagar Jaiswal; Gurpreet Singh, “Performance Comparison of Conventional and AI based MPPT in Solar PV System”, 2022 IEEE 10th Power India International Conference (PIICON),20 February 2023.
Pedro S. González-Rodríguez; Pablo I. Solares-Romero; Luis C. Félix-Herrán, “A Methodology for the Sizing of a Battery Pack and Electric Motor: A Work-in-progress Result”, 2022 International Symposium on Electromobility (ISEM),16 December 2022.
C P Priyanka; G Jagdanand, “Multiphase Induction Motor with Different Speed Ratio for Gearless Electric vehicles”, 2022 IEEE International Conference on Power Electronics, Smart Grid, and Renewable Energy (PESGRE),25 February 2022.
Levy Ferreira Costa; Felix Hoffmann; Giampaolo Buticchi; Marco Liserre, “Comparative Analysis of Multiple Active Bridge Converters Configurations in Modular Smart Transformer”, IEEE Transactions on Industrial Electronics (Volume: 66, Issue: 1, January 2019),22 March 2018.
Shrivatsal Sharma; Yos Prabowo; Subhransu Satpathy; Subhashish Bhattacharya, “Advantages of SiC-Based Devices on the Design of Dual-Active Bridge DC/DC Converter for DC faults”, 2022 IEEE 9th Workshop on Wide Bandgap Power Devices & Applications (Wi PDA), 23 November 2022.
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