Coordinated Management of EVs Charging Station with a Wide Presence of Renewable Energy Sources

Document Type : Research Paper

Authors

1 Tehran Province DISCO, Tehran, Iran

2 CRM/BOS Engineer, Behpardaz Hamrah Samaneh Aval (BEHSA), Tehran, Iran

3 Faculty of Electrical & Computer Engineering, Semnan University, Semnan, Iran

Abstract

Renewable energy generations depend on environmental conditions, and often don't coincide with energy consumptions. In addition, uncontrolled charging of electric vehicles (EVs) leads to technical problems in the grid and economic inefficiency for EVs owners. In this paper, a bi-level energy management algorithm is presented for a distribution network consisting of EVs and renewable energy generations at high penetration level. Energy management at the distribution network level is done centrally by distribution system operator (DSO). In the second level, the parking operator is responsible for providing EVs energy. The parking operator uses the difference in energy prices between the time steps to determine the level of power exchange between EVs and the distribution network in order to reduce the cost of providing energy for EVs in the parking lot. The proposed algorithm coordinates the charging and discharging of EVs with the network conditions and the output of renewable generations while provides financial benefits for vehicle owners. The results indicate the proposed bi-level energy management has been able to use the freedom of the EVs to balance the power of the network and support renewable generations as well as increase the financial benefits of EVs owners.

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  1. Mandev, P. Plötz, F. Sprei, G. Tal, “Empirical charging behavior of plug-in hybrid electric vehicles,” Applied Energy, Vol. 321, September, 2022, 119293.
  2. Mwasilu, J. John Justo, E.-K. Kim, T. Duc Do and J.-W. Jung, “Electric vehicles and smart grid interaction: A review on vehicle to grid and renewable energy sources integration,” Renewable and Sustainable Energy Reviews, Vol.34, pp. 501-516, June, 2014.
  3. Roe, A. P. Meliopoulos, J. Meisel and T. Overbye, “Power System Level Impacts of Plug-In Hybrid EVs Using Simulation Data,” IEEE Energy 2030, Atlanta, GA USA, November, 2008.
  4. Soares, M. A. Fotouhi Ghazvini, N. Borges, Z. Vale, “Dynamic electricity pricing for EVs using stochastic programming,” Energy, Vol. 122, pp. 111-127, March, 2017.
  5. G. Anastasiadis, G. P. Kondylis, G. A. Vokas, S. A. Konstantinopoulos, C-T. Salame, A. Polyzakis, K. Tsatsakis. “Economic benefits from the coordinated control of Distributed Energy Resources and different Charging Technologies of EVs in a Smart Microgrid,” Energy Procedia, Vol. 119, pp. 417-425, July, 2017.
  6. B. Jones, W. Vining, M. Lave, T. Haines, C. Neuman, J. Bennett, D.R. Scoffield, “Impact of Electric Vehicle customer response to Time-of-Use rates on distribution power grids,” Energy Reports, Vol. 8, pp. 8225-8235, November, 2022.
  7. Luo, P. He, S. Zhou, G. Lou, B. Fang, P. Wang, “Optimal scheduling strategy of EVs considering the limitation of battery state switching times,” Energy Reports, Vol. 8, Supplement 5, pp. 918-927, August, 2022.
  8. Gorgani Firouzjah, “Profit-based electric vehicle charging scheduling: Comparison with different strategies and impact assessment on distribution networks,” International Journal of Electrical Power & Energy Systems, Vol. 138, 107977, June, 2022.
  9. J. MaxShen, B. Feng, C. Mao, L. Ran, “Optimization models for electric vehicle service operations: A literature review,” Transportation Research Part B: Methodological, Vol. 128, pp. 462-477, October, 2019.
  10. G. Anastasiadis, G. A. Vokas, S. A. Konstantinopoulos, G. P. Kondylis, T. Khalil0F, A. Polyzakis, K. Tsatsakis. “Wind Generation and EVs coordination in Microgrids for Peak Shaving purposes,” Energy Procedia, Vol. 119, pp. 407-416, July, 2017.
  11. M. Kandil, H E.Z. Farag, M F. Shaaban, M. Zaki El-Sharafy. “A combined resource allocation framework for PEVs charging stations, renewable energy resources and distributed energy storage systems,” Energy, Vol. 143, pp. 961-972, January, 2018.
  12. Shafiq, A.T. Al-awami, “Reliability and Economic Assessment of Renewable Micro-Grid with V2G EVs Coordination,” IEEE Jordan Conference on Applied Electrical Engineering and Computing Technologies, Amman, Jordan, December, 2015.
  13. MaoW. H. LauC. ShumH. ChungK. F. Tsang, N.C. F. Tse, “A new schedule-controlled strategy for charging large number of Vs with load shifting and voltage regulation,” IEEE PES Asia-Pacific power and Energy Engineering Conference (APPEEC), Brisbane, QLD, Australia, November, 2015.
  14. L. Karfopoulos, N.D. Hatziargyriou, “Distributed Coordination of EVs Providing V2G Services,”IEEE Transactions on Power Systems, Vol. 31, No. 1, pp. 329–338, February, 2016.
  15. Xydas, C. Marmaras, L. M. Cipcigan, “A multi-agent based scheduling algorithm for adaptive EVs charging,” Appl. Energy 177, pp. 354–365, September, 2016.
  16. Khoucha, M. Benbouzid, Y. Amirat, A. Kheloui, “Integrated Energy Management of a Plug-in Electric Vehicle in Residential Distribution Systems with Renewables,” IEEE 24th International Symposium on Industrial Electronics (ISIE), pp. 717–722, June, 2015.
  17. Schuller, C. M. Flath, S. Gottwalt, “Quantifying load flexibility of EVs for renewable energy integration,” Appl. Energy, Vol. 151, pp. 335–344, August, 2015.
  18. Alsharif, C. Wei Tan, R. Ayop, A. Dobi, K. Yiew Lau, “A comprehensive review of energy management strategy in Vehicle-to-Grid technology integrated with renewable energy sources,” Sustainable Energy Technologies and Assessments, Vol. 47, 101439, October, 2021.
  19. Zakariazadeh, S. Jadid, P. Siano, “Integrated operation of EVs and renewable generation in a smart distribution system,” ENERGY Convers. Manag., vol. 89, pp. 99–110, January, 2015.
  20. Kavousi-fard and A. Khodaei, “Efficient integration of plug-in EVs via reconfigurable microgrids,” Energy, Vol. 111, pp. 653–663, September, 2016.
  21. Hu, H. Morais, M. Lind, H. W. Bindner, “Multi-agent based modeling for electric vehicle integration in a distribution network operation,” Electr. Power Syst. Res., Vol. 136, pp. 341–351, July, 2016.
  22. Akhavan-rezai, S. Member, M. F. Shaaban, S. Member, S. Member, F. Karray, S. Member, “Online Intelligent Demand Management of Plug-In EVs in Future Smart Parking Lots,” IEEE Systems Journal, Vol. 10, No. 2, pp. 483–494, April, 2016.
  23. Zhou, Y. Zhang, Z. Li, R. Zhu, A. zeman, “Stochastic scheduling of a power grid in the presence of EVs, RESs, and risk index with a developed lightning search algorithm,” Journal of Cleaner Production, Vol. 364, 132473, September, 2022.
  24. Wu, Y. Liu, X. Chen, C. Wang, W. Li, “Data-driven adjustable robust Day-ahead economic dispatch strategy considering uncertainties of wind power generation and electric vehicles,” International Journal of Electrical Power & Energy Systems, Vol. 138, 107898, June, 2022.
  25. S. Elnozahy, T. K. Abdel-galil, M. M. A. Salama, “Probabilistic ESS sizing and scheduling for improved integration of PHEVs and PV systems in residential distribution systems,” Electr. Power Syst. Res., Vol. 125, pp. 55–66, August, 2015.
  26. O. Connell, S. Member, D. Flynn, S. Member, A. Keane, “Rolling Multi-Period Optimization to Control Electric Vehicle Charging in Distribution Networks,” IEEE Transactions on Power Systems, Vol. 29, No. 1, pp. 340–348, January, 2014.
  27. Kamankesh, V. G. Agelidis, A. Kavousi-fard, “Optimal scheduling of renewable micro-grids considering plug-in hybrid electric vehicle charging demand,” Energy, Vol. 100, pp. 285–297, April, 2016.
  28. Aghajani, M. Kalantar. “Operational scheduling of EVs parking lot integrated with renewable generation based on bilevel programming approach,” Energy, Vol. 139, pp. 422-432, November, 2017.
  29. C. Mukherjee and A. Gupta, “A Review of Charge Scheduling of EVs in Smart Grid,” IEEE Systems Journal, Vol. 9, No. 4, pp. 1541-1553, October, 2015.
  30. Kuran, A. C. Viana, L. Iannone, D. Kofman, G. Mermoud, J. p. Vasseur, “A Smart Parking Lot Management System for Scheduling the Recharging of EVs,” IEEE Transactions on Smart Grid, Vol. 6, No. 6, pp. 2942-2953, November, 2015.
  31. Yazdani-Damavandi, M. P. Moghaddam, M.R. Haghifam, M. Shafie-khah, J. P. S. Catalão, “Modeling Operational Behavior of Plug-in EVs’ Parking Lot in Multienergy Systems,” IEEE Transactions on Smart Grid, pp. 1-12, January, 2016.