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International Journal of Advanced Engineering Application

ISSN: 3048-6807

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Prototyping Design and Optimization of Smart Electric Vehicles/Stations System using

Author(s):Abebe Bekele�, Haile Tesfaye�, Kebede Alemu�

Affiliation: 1,2,3 Adama Science And Technology University � ASTU- Ethiopia

Page No: 20-27

Volume issue & Publishing Year: Volume 1 Issue 7,Nov-2024

Journal: International Journal of Advanced Engineering Application (IJAEA)

ISSN NO: 3048-6807

DOI:

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Abstract:
This paper demonstrates an experimental attempt to prototype electric vehicle charging station's (EVCS) decision-making unit, using artificial neural network (ANN) algorithm. The algorithm acts to minimize the queuing delay in the station, with respect to the vehicle state of charge (SOC), and the expected arrival time. A simplified circuit model has been used to prototype the proposed algorithm, to minimize the overall queuing delay. Herein, the worst-case scenario is considered by having number of electric vehicles arriving to the station at the same time greater than the charging points available in the station side. Accordingly, the optimization technique was applied to reduce the mean charging time of the vehicles and minimize queuing delay. Results showed that this model can help in reducing the queuing delay by around 20% of the mean charging time of the station, while referring to a bare model without ANN algorithm as a reference.

Keywords: Real-time algorithms, Physical realization, Electric vehicles stations, Queuing delay optimization, Artificial neural network (ANN) algorithm.

Reference:

  • 1. Yadav, A., Singh, S., & Chauhan, D. S. (2020). "Artificial Neural Networks in Electric Vehicle Applications: A Comprehensive Review." IEEE Transactions on Industry Applications, 56(2), 1234-1250.
  • 2. Gao, L., Dou, H., & Sun, W. (2021). "Optimization of EV Charging Stations Using ANN and Genetic Algorithms." Renewable Energy, 165, 148-162.
  • 3. Jabbari, A., & Golkar, M. A. (2020). "Neural Network-Based Control System for Smart Charging Stations." Journal of Modern Power Systems and Clean Energy, 8(4), 815-824.
  • 4. Hossain, M. J., & Perez, R. (2021). "Optimization Techniques for Electric Vehicle Smart Charging Systems Using ANN." Applied Energy, 300, 117476.
  • 5. Zhang, C., Wang, C., & Chen, J. (2020). "Intelligent Optimization of EV Route Planning with ANN." IEEE Access, 8, 9755-9772.
  • 6. Ma, Z., & Ding, H. (2021). "ANN-Based Load Prediction for EV Charging Networks." Energy, 225, 120227.
  • 7. Lee, C. K., & Wu, T. (2019). "Prototyping Smart Charging Systems with ANN and IoT Integration." IEEE Internet of Things Journal, 6(5), 8473-8484.
  • 8. Singh, R., Gupta, R., & Sharma, D. (2020). "Optimization of Multi-Objective EV Charging Systems Using Neural Networks." Sustainable Cities and Society, 52, 101864.
  • 9. Lin, F., & Yuan, Y. (2021). "Modeling and Optimization of Electric Vehicle Charging Stations Using Artificial Neural Networks." Journal of Energy Storage, 38, 102546.
  • 10. Habib, S., Kamran, M., & Rashid, U. (2018). "ANN-Based Optimization for Efficient EV Charging Infrastructure." Renewable and Sustainable Energy Reviews, 96, 120-134.
  • 11. Rajasekaran, S., & Vijayalakshmi, P. (2021). "Smart Optimization of EV Charging Systems Using ANN and Fuzzy Logic." International Journal of Electrical Power & Energy Systems, 130, 106897.
  • 12. Zhao, Z., & Li, H. (2020). "ANN-Driven Predictive Models for EV Charging Behavior." Energy and AI, 1, 100015.
  • 13. Ahmed, A., & Jameel, S. (2019). "AI-Based Electric Vehicle Station Management System." Energy Procedia, 157, 897-904.
  • 14. Kumar, N., & Banerjee, A. (2020). "Neural Networks for EV Scheduling and Optimization." Computers & Industrial Engineering, 144, 106411.
  • 15. Sun, Z., & Zhang, X. (2021). "ANN-Based Prediction Models for Electric Vehicle Charging Demand." Journal of Cleaner Production, 288, 125604.
  • 16. Dong, X., & Wu, Y. (2020). "Multi-Objective Optimization in EV Networks Using AI Techniques." Energies, 13(4), 800.
  • 17. Chen, H., & Li, X. (2019). "Optimization of EV Charging Locations Using ANN and Heuristic Methods." Electric Power Systems Research, 170, 11-18.
  • 18. Jiao, Y., & Feng, M. (2021). "Neural Networks for Predictive Control of EV Charging Stations." IEEE Transactions on Transportation Electrification, 7(3), 2489-2500.
  • 19. Srivastava, A., & Mehra, A. (2020). "Machine Learning for Efficient EV Charging Infrastructure." Sustainable Energy Technologies and Assessments, 37, 100620.
  • 20. Barik, M., & Jena, S. (2021). "ANN-Based Framework for Smart EV Charging." Energy Reports, 7, 1242-1252.
  • 21. Wang, J., & Zhu, Y. (2021). "Optimization of Smart EV Charging Systems Using AI." Journal of Power Sources, 482, 228890.
  • 22. Kumar, V., & Bose, A. (2020). "ANN and IoT for Intelligent EV Networks." IoT and AI in Energy Systems, 5(1), 45-67.
  • 23. Liang, W., & Qin, H. (2019). "Prototyping ANN Models for EV Energy Management." Applied Soft Computing, 88, 106078.
  • 24. Khan, A., & Malik, S. (2020). "Artificial Neural Networks for EV Demand Forecasting." Sustainable Energy Technologies and Assessments, 39, 100687.
  • 25. Tan, C., & Zuo, L. (2021). "Optimization of Charging Schedules for EV Fleets Using ANN." Energy Conversion and Management, 245, 114659.
  • 26. Sharma, N., & Gupta, P. (2020). "ANN-Based Models for Optimized EV Charging Systems." IEEE Systems Journal, 14(4), 4972-4981.
  • 27. Ahmed, S., & Rahman, M. (2021). "Intelligent Systems for EV Charging Station Placement Using AI." Advances in Intelligent Systems and Computing, 1234, 675-690.
  • 28. Wu, F., & Zhang, J. (2020). "ANN Models for EV Battery Health Monitoring." Energy Storage Materials, 27, 352-367.
  • 29. Sun, R., & Lu, Y. (2021). "Optimization of EV Station Design Using AI Techniques." Applied Energy, 289, 116652.
  • 30. Sahoo, S., & Biswal, B. (2020). "Artificial Neural Networks for Smart EV Management." Electric Power Systems Research, 187, 106494.
  • 31. Zhong, Y., & Wang, C. (2019). "ANN-Based Models for Energy Optimization in EV Systems." Journal of Renewable and Sustainable Energy, 11(5), 054103.
  • 32. Kesharwani, V., & Patel, A. (2020). "Smart Charging Infrastructure Optimization Using Neural Networks." Journal of Power Sources, 481, 228808.
  • 33. Singh, P., & Chatterjee, A. (2021). "Intelligent Optimization of EV Fleet Operations Using ANN." IEEE Access, 9, 112345-112356.
  • 34. Peng, Z., & Wang, L. (2020). "AI-Based Approaches to EV Charging Management." Renewable Energy, 148, 1056-1068.
  • 35. Ali, H., & Khan, R. (2019). "Neural Networks for Smart EV Charging Scheduling." Sustainable Cities and Society, 46, 101403.
  • 36. Zheng, H., & Zhu, W. (2021). "ANN-Based Energy Management Systems for EVs." Journal of Cleaner Production, 317, 128482.
  • 37. Patra, S., & Mohapatra, S. (2020). "ANN for Efficient Design of EV Infrastructure." Renewable Energy, 165, 1062-1073.
  • 38. Ghosh, S., & Das, P. (2021). "Optimization of EV Charging Stations Using AI and Neural Networks." Energy Reports, 7, 1345-1354.
  • 39. Ray, S., & Bhattacharya, S. (2019). "AI for Predictive Maintenance in EV Systems." IEEE Transactions on Industrial Informatics, 15(7), 4172-4181.
  • 40. Dutta, A., & Pal, S. (2020). "Smart Energy Management in EV Stations Using ANN." Journal of Energy Storage, 32, 101945.