Stochastic energy management strategy for microgrid-connected electric vehicle charging infrastructure
Corresponding Author(s) : Bhagyashri Govindrao Sherkhane
Future Energy,
Vol. 5 No. 3 (2026): In Press
Abstract
Ensuring the reliability and stability of standalone microgrids (MGs) is fundamental to the effective integration of renewable energy sources, which are inherently uncertain. This work presents a stochastic optimization model using mixed-integer linear programming (MILP) to determine the optimal operation of electric vehicle charging stations (EVCS) with transactive control, emphasizing the balance between economic efficiency and system reliability. As a result, deploying EVCS will become a vital strategy for integrating renewable energy. An innovative method for supplying electric power from EV fleets involves using transportation networks as additional infrastructure. This article proposes that transportation networks, EVCS, and MGs can be optimally scheduled under uncertain photovoltaic (PV) generation using transactive control. The stochastic optimization problem is formulated as a mixed-integer nonlinear program and implemented in a moving-horizon framework for real-time onboard operation. The framework is tested on the IEEE 30-bus transmission network. The results show the efficiency of the proposed framework as an improvement tool for economic performance and operational stability in renewable-integrated power markets, and it reduces peak loads through the coordinated charging and discharging of vehicles.
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- Bourek, Yacine, Chouaib Ammari, Ayyoub Zouaghi, and Loris Pace. "Optimization and decision-making approach for energy storage strategies in a natural gas processing facility with photovoltaic renewable energy supply." Journal of Energy Storage, vol. 112, 2025, 115431.
- https://www.irena.org/.
- Nguyen, Thuan Thanh, Thang Trung Nguyen, and Hoai Phong Nguyen. "Optimal operation of battery energy storage system in microgrid to minimize electricity cost based on model predictive control using coyote algorithm." Journal of Energy Storage, vol. 114, 2025, 115904.
- Acedo Aguilar, J., & Wang, S. (2025). Impacts of electric vehicles on traffic-power systems: A review. International Journal of Sustainable Transportation, 19(2), 103–120.
- Moralejo Piñas, J., Martinez-Gil, F., Soriano Santacruz, M., & Fernández, F. (2025). Electric vehicle market dynamics: A multi-agent approach to policy, infrastructure, and consumer behavior. Energy Policy, 206, 114800.
- Song, J. (2025). Evaluation of driving resistance and energy consumption in electric vehicles under various ambient and tire temperatures using real-world driving data. ETransportation, 25, 100454.
- Qin, J., Huang, H., Lu, H., & Li, Z. (2025). Energy management strategy for hybrid electric vehicles based on deep reinforcement learning with consideration of electric drive system thermal characteristics. Energy Conversion and Management, 332, 119697.
- Hai, T., Alazzawi, A. K., Mohamad Zain, J., & Oikawa, H. (2023). A stochastic optimal scheduling of distributed energy resources with electric vehicles based on a microgrid considering electricity price. Sustainable Energy Technologies and Assessments, 55.
- Albarakati, A. J., Boujoudar, Y., Azeroual, M., Eliysaouy, L., Kotb, H., Aljarbouh, A., Khalid Alkahtani, H., Mostafa, S. M., Tassaddiq, A., & Pupkov, A. (2022). Microgrid energy management and monitoring systems: A comprehensive review. Frontiers in Energy Research, 10.
- Zakaria, A., Duan, C., & Djokic, S. Z. (2024). Hosting capacity of distribution networks for controlled and uncontrolled residential EV charging with static and dynamic thermal ratings of network components. IET Generation, Transmission and Distribution, 18(6).
- Muttaqi, K. M., Isac, E., Mandal, A., Sutanto, D., & Akter, S. (2024). Fast and random charging of electric vehicles and its impacts: State-of-the-art technologies and case studies. Electric Power Systems Research, 226.
- Alrubaie, A. J., Salem, M., Yahya, K., Mohamed, M., & Kamarol, M. (2023). A Comprehensive Review of Electric Vehicle Charging Stations with Solar Photovoltaic System Considering Market, Technical Requirements, Network Implications, and Future Challenges. In Sustainability (Switzerland) (Vol. 15, Issue 10).
- Rezvani, Alireza, Majid Gandomkar, Maziar Izadbakhsh, and Abdollah Ahmadi. "Environmental/economic scheduling of a micro-grid with renewable energy resources." Journal of Cleaner Production 87 (2015): 216-226.
- Izadbakhsh, Maziar, Majid Gandomkar, Alireza Rezvani, and Abdollah Ahmadi. "Short-term resource scheduling of a renewable energy-based micro grid." Renewable energy 75 (2015): 598-606.
- Bukar, Abba Lawan, Chee Wei Tan, and Kwan Yiew Lau. "Optimal sizing of an autonomous photovoltaic/wind/battery/diesel generator microgrid using grasshopper optimization algorithm." Solar Energy 188 (2019): 685-696.
- Gallo M, Marrasso E, Martone C, Pallotta G, Roselli C, Sasso M. (2025). Energy, economic, and environmental benefits of a car-sharing system with electric vehicles integrated into a renewable-energy community. Sustain Energy Technol Assessments 81:104428.
- Sayarshad, H. R. (2025). Integrating renewable energy and electric vehicle participation into regulation markets to enhance grid stability. Energy Conversion and Management, 342, 120041.
- Sahoo, J. P., Sivasubramani, S., & Srikar, P. S. S. (2025). Optimized framework for strategic electric vehicle charging station placement and scheduling in distribution systems with renewable energy integration. Swarm and Evolutionary Computation, 95, 101943.
- Y. Wang, and J. S. Thompson, “Two-stage admission and scheduling mechanism for electric vehicle charging,” IEEE Transactions on Smart Grid, vol. 10, no. 3, pp. 2650-2660, 2019.
- C. Luo, Y. F. Huang, and V. Gupta, “Stochastic dynamic pricing for EV charging stations with renewable integration and energy storage,” IEEE Transactions on Smart Grid, vol. 9, no. 2, pp. 1494-1505, 2018.
- J. Yang, T. Wiedmann, F. Luo, G. Yan, F. Wen, and G. H. Broadbent, “A fully decentralized hierarchical transactive energy framework for charging EVs with local DERs in power distribution systems,” IEEE Transactions on Transportation Electrification, pp. 1-1, 2022.
- Ju, Y., Wang, S., Ren, J., Wang, L., & Abdalla, A. N. (2025). Advanced scheduling of energy storage, renewable generation, and hydrogen management in microgrids with plug-in hybrid electric vehicle charging integration. International Journal of Hydrogen Energy, 136, 609–624.
- Manikandan, M., Saravanan, R., Kannayeram, G., & Saravanan, M. (2025). Integrating renewable resources and electric Vehicles: An approach for effective energy management in DC microgrid. Solar Energy, 299, 113775.
- Das, S. S., Vadlamudi, B., Vital, M. L. N., Dawn, S., Rao, K. D., Cali, U., & Ustun, T. S. (2025). A comparative analysis of the efficient coordination of renewable energy and electric vehicles in a deregulated smart power system. Energy Reports, 13, 3136–3164.
- Li K, Shao C, Zhang H, Wang X. “Strategic Pricing of Electric Vehicle Charging Service Providers in Coupled Power Transportation Network”. IEEE Trans Smart Grid. 14(3):2189-201, 2023.
- Sun, Y., Chen, Z., Li, Z., Tian, W., and Shahidehpour, M., “EV charging schedule in coupled constrained networks of transportation and power system”, IEEE Trans. on Smart Grid, Vol. 10, No. 5, pp. 4706-4716, August 2018.
- Gan W, Shahidehpour M, Yan M, et al. “Coordinated planning of transportation and electric power networks with the proliferation of electric vehicles”. IEEE Trans Smart Grid. 2020; vol: 11, p. 4005- 4016. Sept.2020.
- Qian T, Li X, Wang X, Shahidehpour M. “Enhanced coordination of electric power and transportation networks via EV charging services”. IEEE Trans Smart Grid. 2020; vol. 3, p. 1271-1279. July 2020.
- L. Affolabi, M. Shahidehpour, W. Gan, M. Yan, B. Chen, S. Pandey, A. Vukojevic, E. A. Paaso, A. Alabdulwahab, and A. Abusorrah, “Optimal transactive energy trading of electric vehicle charging stations with on-site PV generation in constrained power distribution networks,” IEEE Transactions on Smart Grid, vol. 13, no. 2, pp. 1427-1440, 2022
- N. Liu, Q. F. Chen, X. Y. Lu, J. Liu, and J. H. Zhang, "A Charging Strategy for PV Based Battery Switch Stations Considering Service Availability and Self-Consumption of PV Energy," IEEE Trans Ind Electron, vol. 62, no. 8, pp. 4878-4889, Aug 2015.
- S. Aznavi, P. Fajri, M. B. Shadmand, and A. Khoshkbar-Sadigh, “Peer-to-peer operation strategy of PV equipped office buildings and charging stations considering electric vehicle energy pricing,” IEEE Transactions on Industry Applications, vol. 56, no. 5, pp. 5848-5857, 2020.
- N. A. El-Taweel, H. Farag, M. F. Shaaban, and M. E. AlSharidah, “Optimization model for EV charging stations with PV farm transactive energy,” IEEE Trans. on Industrial Informatics, vol. 18, no. 7, pp. 4608-4621, 2022.
- L. Affolabi, M. Shahidehpour, W. Gan, M. Yan, B. Chen, S. Pandey, A. Vukojevic, E. A. Paaso, A. Alabdulwahab, and A. Abusorrah, “Optimal transactive energy trading of electric vehicle charging stations with on-site PV Generation in constrained power distribution networks,” IEEE Transactions on Smart Grid, vol. 13, no. 2, pp. 1427-1440, 2022.
- Generalized Algebraic Modeling Systems (GAMS). [Online]. Available: http://www.gams.com.
- Gupta PP, V.N. Kalkhambkar, Sharma CK , Jain P, and Bhakar R. “Optimal electric vehicles charging scheduling for energy and reserve markets considering wind uncertainty and generator contingency” International Journal of Energy Research, Vol. 46, no. 4, pp: 4516-4539, 2022.
- Todakar, K. M., Gupta, P. P., Kalkhambkar, V., & Sharma, K. C. (2024). Optimal scheduling of battery energy storage train and renewable power generation. Electrical Engineering, 106(5), 6477-6493.
References
Bourek, Yacine, Chouaib Ammari, Ayyoub Zouaghi, and Loris Pace. "Optimization and decision-making approach for energy storage strategies in a natural gas processing facility with photovoltaic renewable energy supply." Journal of Energy Storage, vol. 112, 2025, 115431.
Nguyen, Thuan Thanh, Thang Trung Nguyen, and Hoai Phong Nguyen. "Optimal operation of battery energy storage system in microgrid to minimize electricity cost based on model predictive control using coyote algorithm." Journal of Energy Storage, vol. 114, 2025, 115904.
Acedo Aguilar, J., & Wang, S. (2025). Impacts of electric vehicles on traffic-power systems: A review. International Journal of Sustainable Transportation, 19(2), 103–120.
Moralejo Piñas, J., Martinez-Gil, F., Soriano Santacruz, M., & Fernández, F. (2025). Electric vehicle market dynamics: A multi-agent approach to policy, infrastructure, and consumer behavior. Energy Policy, 206, 114800.
Song, J. (2025). Evaluation of driving resistance and energy consumption in electric vehicles under various ambient and tire temperatures using real-world driving data. ETransportation, 25, 100454.
Qin, J., Huang, H., Lu, H., & Li, Z. (2025). Energy management strategy for hybrid electric vehicles based on deep reinforcement learning with consideration of electric drive system thermal characteristics. Energy Conversion and Management, 332, 119697.
Hai, T., Alazzawi, A. K., Mohamad Zain, J., & Oikawa, H. (2023). A stochastic optimal scheduling of distributed energy resources with electric vehicles based on a microgrid considering electricity price. Sustainable Energy Technologies and Assessments, 55.
Albarakati, A. J., Boujoudar, Y., Azeroual, M., Eliysaouy, L., Kotb, H., Aljarbouh, A., Khalid Alkahtani, H., Mostafa, S. M., Tassaddiq, A., & Pupkov, A. (2022). Microgrid energy management and monitoring systems: A comprehensive review. Frontiers in Energy Research, 10.
Zakaria, A., Duan, C., & Djokic, S. Z. (2024). Hosting capacity of distribution networks for controlled and uncontrolled residential EV charging with static and dynamic thermal ratings of network components. IET Generation, Transmission and Distribution, 18(6).
Muttaqi, K. M., Isac, E., Mandal, A., Sutanto, D., & Akter, S. (2024). Fast and random charging of electric vehicles and its impacts: State-of-the-art technologies and case studies. Electric Power Systems Research, 226.
Alrubaie, A. J., Salem, M., Yahya, K., Mohamed, M., & Kamarol, M. (2023). A Comprehensive Review of Electric Vehicle Charging Stations with Solar Photovoltaic System Considering Market, Technical Requirements, Network Implications, and Future Challenges. In Sustainability (Switzerland) (Vol. 15, Issue 10).
Rezvani, Alireza, Majid Gandomkar, Maziar Izadbakhsh, and Abdollah Ahmadi. "Environmental/economic scheduling of a micro-grid with renewable energy resources." Journal of Cleaner Production 87 (2015): 216-226.
Izadbakhsh, Maziar, Majid Gandomkar, Alireza Rezvani, and Abdollah Ahmadi. "Short-term resource scheduling of a renewable energy-based micro grid." Renewable energy 75 (2015): 598-606.
Bukar, Abba Lawan, Chee Wei Tan, and Kwan Yiew Lau. "Optimal sizing of an autonomous photovoltaic/wind/battery/diesel generator microgrid using grasshopper optimization algorithm." Solar Energy 188 (2019): 685-696.
Gallo M, Marrasso E, Martone C, Pallotta G, Roselli C, Sasso M. (2025). Energy, economic, and environmental benefits of a car-sharing system with electric vehicles integrated into a renewable-energy community. Sustain Energy Technol Assessments 81:104428.
Sayarshad, H. R. (2025). Integrating renewable energy and electric vehicle participation into regulation markets to enhance grid stability. Energy Conversion and Management, 342, 120041.
Sahoo, J. P., Sivasubramani, S., & Srikar, P. S. S. (2025). Optimized framework for strategic electric vehicle charging station placement and scheduling in distribution systems with renewable energy integration. Swarm and Evolutionary Computation, 95, 101943.
Y. Wang, and J. S. Thompson, “Two-stage admission and scheduling mechanism for electric vehicle charging,” IEEE Transactions on Smart Grid, vol. 10, no. 3, pp. 2650-2660, 2019.
C. Luo, Y. F. Huang, and V. Gupta, “Stochastic dynamic pricing for EV charging stations with renewable integration and energy storage,” IEEE Transactions on Smart Grid, vol. 9, no. 2, pp. 1494-1505, 2018.
J. Yang, T. Wiedmann, F. Luo, G. Yan, F. Wen, and G. H. Broadbent, “A fully decentralized hierarchical transactive energy framework for charging EVs with local DERs in power distribution systems,” IEEE Transactions on Transportation Electrification, pp. 1-1, 2022.
Ju, Y., Wang, S., Ren, J., Wang, L., & Abdalla, A. N. (2025). Advanced scheduling of energy storage, renewable generation, and hydrogen management in microgrids with plug-in hybrid electric vehicle charging integration. International Journal of Hydrogen Energy, 136, 609–624.
Manikandan, M., Saravanan, R., Kannayeram, G., & Saravanan, M. (2025). Integrating renewable resources and electric Vehicles: An approach for effective energy management in DC microgrid. Solar Energy, 299, 113775.
Das, S. S., Vadlamudi, B., Vital, M. L. N., Dawn, S., Rao, K. D., Cali, U., & Ustun, T. S. (2025). A comparative analysis of the efficient coordination of renewable energy and electric vehicles in a deregulated smart power system. Energy Reports, 13, 3136–3164.
Li K, Shao C, Zhang H, Wang X. “Strategic Pricing of Electric Vehicle Charging Service Providers in Coupled Power Transportation Network”. IEEE Trans Smart Grid. 14(3):2189-201, 2023.
Sun, Y., Chen, Z., Li, Z., Tian, W., and Shahidehpour, M., “EV charging schedule in coupled constrained networks of transportation and power system”, IEEE Trans. on Smart Grid, Vol. 10, No. 5, pp. 4706-4716, August 2018.
Gan W, Shahidehpour M, Yan M, et al. “Coordinated planning of transportation and electric power networks with the proliferation of electric vehicles”. IEEE Trans Smart Grid. 2020; vol: 11, p. 4005- 4016. Sept.2020.
Qian T, Li X, Wang X, Shahidehpour M. “Enhanced coordination of electric power and transportation networks via EV charging services”. IEEE Trans Smart Grid. 2020; vol. 3, p. 1271-1279. July 2020.
L. Affolabi, M. Shahidehpour, W. Gan, M. Yan, B. Chen, S. Pandey, A. Vukojevic, E. A. Paaso, A. Alabdulwahab, and A. Abusorrah, “Optimal transactive energy trading of electric vehicle charging stations with on-site PV generation in constrained power distribution networks,” IEEE Transactions on Smart Grid, vol. 13, no. 2, pp. 1427-1440, 2022
N. Liu, Q. F. Chen, X. Y. Lu, J. Liu, and J. H. Zhang, "A Charging Strategy for PV Based Battery Switch Stations Considering Service Availability and Self-Consumption of PV Energy," IEEE Trans Ind Electron, vol. 62, no. 8, pp. 4878-4889, Aug 2015.
S. Aznavi, P. Fajri, M. B. Shadmand, and A. Khoshkbar-Sadigh, “Peer-to-peer operation strategy of PV equipped office buildings and charging stations considering electric vehicle energy pricing,” IEEE Transactions on Industry Applications, vol. 56, no. 5, pp. 5848-5857, 2020.
N. A. El-Taweel, H. Farag, M. F. Shaaban, and M. E. AlSharidah, “Optimization model for EV charging stations with PV farm transactive energy,” IEEE Trans. on Industrial Informatics, vol. 18, no. 7, pp. 4608-4621, 2022.
L. Affolabi, M. Shahidehpour, W. Gan, M. Yan, B. Chen, S. Pandey, A. Vukojevic, E. A. Paaso, A. Alabdulwahab, and A. Abusorrah, “Optimal transactive energy trading of electric vehicle charging stations with on-site PV Generation in constrained power distribution networks,” IEEE Transactions on Smart Grid, vol. 13, no. 2, pp. 1427-1440, 2022.
Generalized Algebraic Modeling Systems (GAMS). [Online]. Available: http://www.gams.com.
Gupta PP, V.N. Kalkhambkar, Sharma CK , Jain P, and Bhakar R. “Optimal electric vehicles charging scheduling for energy and reserve markets considering wind uncertainty and generator contingency” International Journal of Energy Research, Vol. 46, no. 4, pp: 4516-4539, 2022.
Todakar, K. M., Gupta, P. P., Kalkhambkar, V., & Sharma, K. C. (2024). Optimal scheduling of battery energy storage train and renewable power generation. Electrical Engineering, 106(5), 6477-6493.