Journal of Energy Management and Technology

Journal of Energy Management and Technology

Development Strategies for Power Distribution Systems: Including Distributed Generation and Electric Vehicle Charging

Document Type : Original Article

Authors
1 Islamic azad university, Urmia Branch
2 Islamic Azad University Urmia Branch
3 Islamic Azad University, Urmia Branch
10.22109/jemt.2025.522704.1552
Abstract
The increasing adoption of electric vehicles has introduced a new electric load on the grid, which differs from the traditional load profiles found in networks. Additionally, renewable energy sources significantly influence the generation patterns in these networks due to their inherent uncertainty and large fluctuations in generation. This paper introduces a multi-objective distribution system expansion model that takes into account investments in new equipment, including renewable energy sources, energy storage, and electric vehicle charging stations. The required charging for electric vehicles is determined based on their travel patterns throughout the day, considering each charge. Uncertainty in both the load and renewable resources is addressed by generating possible scenarios derived from their probability distribution curves. The final stochastic model aims to minimize the expected expansion costs of the system, including the present value of investments, maintenance, generation costs, losses, and unmet demand. The deterministic equivalent model, which incorporates a random-axis scenario model, is an integer optimization problem solved using a genetic algorithm. Numerical simulations were conducted on a 9-bus network as a small example, followed by analysis on the standard 30-bus network. The results indicate that the implementation of distributed generation sources improves losses and voltage conditions, often leading to a preference for developing distributed generation rather than expanding substations. The findings suggest that the growth of distributed generation has resulted in significant delays in substation expansion, offering an alternative that can achieve much better technical outcomes in place of substation expansion.
Keywords

Subjects


[1]     L. Blank and A. Tarquin, Engineering Economy. New York, NY, USA: McGraw-Hill, 2012.
[2]     P.C. Paiva, H.M. Khodr, J.A. Domínguez-Navarro, J.M. Yusta, and A.J. Urdaneta, “Integral planning of primary-secondary distribution systems using mixed integer linear programming,” IEEE Trans. Power Syst., vol. 20, no. 2, pp. 1134–1143, May 2015.
[3]     S. Ganguly, N.C. Sahoo, and D. Das, “Recent advances on power distribution system planning: a state-of-the-art survey,” Energy Syst., vol. 4, no. 2, pp. 165–193, Jun. 2018.
[4]     C.L.T. Borges and V.F. Martins, “Multistage expansion planning for active distribution networks under demand and distributed generation uncertainties,” Int. J. Electr. Power Energy Syst., vol. 36, no. 1, pp. 107– 116, Mar. 2019.
[5]     M.E. Samper and A. Vargas, “Investment decisions in distribution networks under uncertainty with distributed generation—Part I: Model formulation,” IEEE Trans. Power Syst., vol. 28, no. 3, pp. 2331–2340, Aug. 2018.
[6]     G. Muñoz-Delgado, J. Contreras and J.M. Arroyo, “Multistage generation and network expansion planning in distribution systems considering uncertainty and reliability”, IEEE Trans. Power Syst., vol. 31, no. 5, pp. 3715–3728, Sep. 2016.
[7]     M. Asensio, P. Meneses de Quevedo, G. Muñoz-Delgado and J. Contreras, “Joint distribution network and renewable energy expansion planning considering demand response and energy storage—Part I: Stochastic programming model,” IEEE Trans. Smart Grids, in press. [Online]. Available http :// ieeexplore.ieee.org/ stamp/ stamp.jsp? arnumber=7462292
[8]     S. Wogrin, D. Galbally and J. Reneses, “Optimizing storage operations in medium-and long-term power system models,” IEEE Trans. Power Syst., vol. 31, pp. 3129–3138, Jul. 2016.
[9]     M. Sedghi, A. Ahmadian and M. Aliakbar, “Optimal storage planning in active distribution network considering uncertainty of wind power distributed generation,” IEEE Trans. Power Syst., vol. 31, pp. 304-316, Jan. 2019.
[10]  X. Shen, M. Shahidehpour, Y. Han, S. Zhu and J. Zheng, "Expansion Planning of Active Distribution Networks with Centralized and Distributed Energy Storage Systems," IEEE Transactions on Sustainable Energy, vol. 8, no. 1, pp. 126-134, Jan. 2017.
[11]  H. Akhavan and H. Mohsenian, “Energy storage planning in active distribution grids: A chance-constrained optimization with non-parametric probability functions,” IEEE Trans. Smart Grids, in press. [Online]. Available: ttp :// ieeexplore.ieee.org / stamp / stamp.jsp ? arnumber=7556322.
[12]  A. Ahmadian, M. Sedghi and M. Aliakbar-Golkar, "Fuzzy Load Modeling of Plug-in Electric Vehicles for Optimal Storage and DG Planning in Active Distribution Network," IEEE Transactions on Vehicular Technology, vol. 66, no. 5, pp. 3622-3631, May 2017.
[13]  Z. Liu, F. Wen and G. Ledwich, “Optimal planning of EVCS in distribution systems,” IEEE Trans. Power Deliv., vol. 28, pp. 102–110, no. 1, Jan. 2019.
[14]  B. Liu, X. Huang, J. Li, X. Qian and J. Cheng, “Multi-objective planning of distribution network containing distributed generation and electric vehicle charging stations,” Dianwang Jishu/Power System Technology, vol. 39, no. 2, pp. 450–456, Oct. 2020.
[15]  W. Yao, J. Zhao, F. Wen, Z. Dong, Y. Xue, Y. Xu and K. Meng, “A multiobjective collaborative planning strategy for integrated power distribution and electric vehicle charging systems,” IEEE Trans. Power Syst., vol. 29, no. 4, pp. 1811–1821, Jul. 2018.
[16]  Y. Weifeng, C.Y. Chung, W. Fushuan, Q. Mingwen and X. Yusheng, “Scenario-based comprehensive expansion planning for distribution systems considering integration of plug-in electric vehicles,” IEEE Trans.Power Syst., vol. 31, no. 1, pp. 317–328, Jan. 2016.
[17]  Zare, Peyman, Abdolmajid Dejamkhooy, and Iraj Faraji Davoudkhani. "Efficient expansion planning of modern multi-energy distribution networks with electric vehicle charging stations: A stochastic MILP model." Sustainable Energy, Grids and Networks 38 (2024): 101225.
[18]  Singh, Bindeshwar, and Pankaj Kumar Dubey. "Distributed power generation planning for distribution networks using electric vehicles: Systematic attention to challenges and opportunities." Journal of Energy Storage 48 (2022): 104030.
[19]  Zhou, Siyu, Yang Han, Karar Mahmoud, Mohamed MF Darwish, Matti Lehtonen, Ping Yang, and Amr S. Zalhaf. "A novel unified planning model for distributed generation and electric vehicle charging station considering multi-uncertainties and battery degradation." Applied Energy 348 (2023): 121566.
[20]  Yuvaraj, Thangaraj, Thirukoilur Dhandapani Suresh, Arokiasamy Ananthi Christy, Thanikanti Sudhakar Babu, and Benedetto Nastasi. "Modelling and allocation of hydrogen-fuel-cell-based distributed generation to mitigate electric vehicle charging station impact and reliability analysis on electrical distribution systems." Energies 16, no. 19 (2023): 6869.
[21]  Yuvaraj, T., K. R. Devabalaji, J. Anish Kumar, Sudhakar Babu Thanikanti, and Nnamdi I. Nwulu. "A comprehensive review and analysis of the allocation of electric vehicle charging stations in distribution networks." IEEE Access 12 (2024): 5404-5461.
[22]  Rene, Ebunle Akupan, Willy Stephen Tounsi Fokui, and Paule Kevin Nembou Kouonchie. "Optimal allocation of plug-in electric vehicle charging stations in the distribution network with distributed generation." Green Energy and Intelligent Transportation 2, no. 3 (2023): 100094.
[23]  Da Silva, Enielma Cunha, Ozy D. Melgar-Dominguez, and Rubén Romero. "Simultaneous distributed generation and electric vehicles hosting capacity assessment in electric distribution systems." IEEE Access 9 (2021): 110927-110939.
[24]  Eid, Ahmad, Osama Mohammed, and Hassan El-Kishky. "Efficient operation of battery energy storage systems, electric-vehicle charging stations and renewable energy sources linked to distribution systems." Journal of Energy Storage 55 (2022): 105644.
[25]  Li, Ke, Chengcheng Shao, Zechun Hu, and Mohammad Shahidehpour. "An MILP method for optimal planning of electric vehicle charging stations in coordinated urban power and transportation networks." IEEE Transactions on Power Systems 38, no. 6 (2022): 5406-5419.
[26]  Aljafari, Belqasem, T. Yuvaraj, R. Hemalatha, Sudhakar Babu Thanikanti, and Nnamdi Nwulu. "Optimizing radial distribution system with distributed generation and EV charging: a spotted hyena approach." IEEE Access (2024).
[27]  YaghoubiNia, MohammadReza, Hamed HashemiDezaki, and Abolfazl Halvaei Niasar. "Optimized allocation of microgrids’ distributed generations and electric vehicle charging stations considering system uncertainties by clustering algorithms." IET Renewable Power Generation 18, no. 11 (2024): 1798-1818.
Volume 10, Issue 1
Winter 2026
Pages 46-60

  • Receive Date 11 May 2025
  • Revise Date 26 November 2025
  • Accept Date 17 December 2025