IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v405y2026ics0306261925018793.html

Adaptive optimization algorithms for scheduling multiple battery energy storage systems in complex grid scenarios

Author

Listed:
  • Ji, Fan
  • Zhu, Ziyu
  • Fan, Hongtao
  • Ma, Lei
  • Li, Xinran
  • Ji, Renyun
  • Yu, Zhuying
  • Fu, Shiyi
  • Sun, Yaojie

Abstract

The rapid proliferation of renewable energy sources has compounded the complexity of power grid management, particularly in scheduling multiple Battery Energy Storage Systems (BESS). Addressing this challenge, we present the Adaptive Optimization Energy Management System (AO-EMS) algorithm that significantly enhances the flexibility and reliability of power system dispatch in complex grid environments. Our algorithm adeptly manages multiple Points of Common Coupling (PoC) and Transformer Nodes (TNs), employing a priority-based capacity control mechanism alongside an integrated State of Charge (SoC) balancing strategy. These features ensure equitable utilization and extended longevity of storage resources. Adjustable priority settings enable precise attainment of control goals within defined constraints, optimizing resource allocation and bolstering system stability. Through theoretical analysis and practical implementation—including scenarios with intricate branch configurations—we demonstrate the algorithm’s effectiveness. Operational data from two real-world test sites and one transient simulation further demonstrate the stability and robustness of our adaptive optimization approach under diverse topologies, renewable variability, and load fluctuations.

Suggested Citation

  • Ji, Fan & Zhu, Ziyu & Fan, Hongtao & Ma, Lei & Li, Xinran & Ji, Renyun & Yu, Zhuying & Fu, Shiyi & Sun, Yaojie, 2026. "Adaptive optimization algorithms for scheduling multiple battery energy storage systems in complex grid scenarios," Applied Energy, Elsevier, vol. 405(C).
  • Handle: RePEc:eee:appene:v:405:y:2026:i:c:s0306261925018793
    DOI: 10.1016/j.apenergy.2025.127149
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261925018793
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.apenergy.2025.127149?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Ouyang, Tiancheng & Zhang, Mingliang & Qin, Peijia & Tan, Xianlin, 2024. "Flow battery energy storage system for microgrid peak shaving based on predictive control algorithm," Applied Energy, Elsevier, vol. 356(C).
    2. Lu, Mengke & Guan, Jun & Wu, Huahua & Chen, Huizhe & Gu, Wei & Wu, Ye & Ling, ChengXiang & Zhang, Linqiang, 2022. "Day-ahead optimal dispatching of multi-source power system," Renewable Energy, Elsevier, vol. 183(C), pages 435-446.
    3. Gao, Qiang & Khan, Salman Saeed & Sergiienko, Nataliia & Ertugrul, Nesimi & Hemer, Mark & Negnevitsky, Michael & Ding, Boyin, 2022. "Assessment of wind and wave power characteristic and potential for hybrid exploration in Australia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    4. Weckesser, Tilman & Dominković, Dominik Franjo & Blomgren, Emma M.V. & Schledorn, Amos & Madsen, Henrik, 2021. "Renewable Energy Communities: Optimal sizing and distribution grid impact of photo-voltaics and battery storage," Applied Energy, Elsevier, vol. 301(C).
    5. Xing Luo & Jihong Wang & Jacek D. Wojcik & Jianguo Wang & Decai Li & Mihai Draganescu & Yaowang Li & Shihong Miao, 2018. "Review of Voltage and Frequency Grid Code Specifications for Electrical Energy Storage Applications," Energies, MDPI, vol. 11(5), pages 1-26, April.
    6. Zhou, Hou Sheng & Passey, Rob & Bruce, Anna & Sproul, Alistair B., 2021. "Aggregated impact of coordinated commercial-scale battery energy storage systems on network peak demand, and financial outcomes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 144(C).
    7. Mohseni, Mansour & Islam, Syed M., 2012. "Review of international grid codes for wind power integration: Diversity, technology and a case for global standard," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(6), pages 3876-3890.
    8. Gao, Qiang & Yuan, Rui & Ertugrul, Nesimi & Ding, Boyin & Hayward, Jennifer A. & Li, Ye, 2023. "Analysis of energy variability and costs for offshore wind and hybrid power unit with equivalent energy storage system," Applied Energy, Elsevier, vol. 342(C).
    9. Zhi, Yuan & Yang, Xudong, 2023. "Scenario-based multi-objective optimization strategy for rural PV-battery systems," Applied Energy, Elsevier, vol. 345(C).
    10. Zhao, Chunyang & Andersen, Peter Bach & Træholt, Chresten & Hashemi, Seyedmostafa, 2023. "Grid-connected battery energy storage system: a review on application and integration," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
    11. Huang, Sen & Lin, Yashen & Chinde, Venkatesh & Ma, Xu & Lian, Jianming, 2021. "Simulation-based performance evaluation of model predictive control for building energy systems," Applied Energy, Elsevier, vol. 281(C).
    12. Jiang, Xin & Jin, Yang & Zheng, Xueyuan & Hu, Guobao & Zeng, Qingshan, 2020. "Optimal configuration of grid-side battery energy storage system under power marketization," Applied Energy, Elsevier, vol. 272(C).
    13. Zhang, Chao & Wei, Yi-Li & Cao, Peng-Fei & Lin, Meng-Chang, 2018. "Energy storage system: Current studies on batteries and power condition system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3091-3106.
    14. Eghtedarpour, N. & Farjah, E., 2012. "Control strategy for distributed integration of photovoltaic and energy storage systems in DC micro-grids," Renewable Energy, Elsevier, vol. 45(C), pages 96-110.
    15. Zheng, Menglian & Meinrenken, Christoph J. & Lackner, Klaus S., 2015. "Smart households: Dispatch strategies and economic analysis of distributed energy storage for residential peak shaving," Applied Energy, Elsevier, vol. 147(C), pages 246-257.
    16. Ghafoori, Mahdi & Abdallah, Moatassem & Kim, Serena, 2023. "Electricity peak shaving for commercial buildings using machine learning and vehicle to building (V2B) system," Applied Energy, Elsevier, vol. 340(C).
    17. Li, Ming & Cao, Sunliang & Zhu, Xiaolin & Xu, Yang, 2022. "Techno-economic analysis of the transition towards the large-scale hybrid wind-tidal supported coastal zero-energy communities," Applied Energy, Elsevier, vol. 316(C).
    18. Zheng, Siqian & Jin, Xin & Huang, Gongsheng & Lai, Alvin CK., 2022. "Coordination of commercial prosumers with distributed demand-side flexibility in energy sharing and management system," Energy, Elsevier, vol. 248(C).
    19. Hanif, Sarmad & Alam, M.J.E. & Roshan, Kini & Bhatti, Bilal A. & Bedoya, Juan C., 2022. "Multi-service battery energy storage system optimization and control," Applied Energy, Elsevier, vol. 311(C).
    20. Novoa, Laura & Flores, Robert & Brouwer, Jack, 2019. "Optimal renewable generation and battery storage sizing and siting considering local transformer limits," Applied Energy, Elsevier, vol. 256(C).
    21. Jannesar, Mohammad Rasol & Sedighi, Alireza & Savaghebi, Mehdi & Guerrero, Josep M., 2018. "Optimal placement, sizing, and daily charge/discharge of battery energy storage in low voltage distribution network with high photovoltaic penetration," Applied Energy, Elsevier, vol. 226(C), pages 957-966.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Alizadeh, Ali & Esfahani, Moein & Kamwa, Innocent & Moeini, Ali & Mohseni-Bonab, Seyed Masoud, 2024. "A useable multi-level BESSs sizing model for low-level data accessibility with risk assessment application under marketization and high uncertainties," Energy, Elsevier, vol. 290(C).
    2. Cavana, G. & Becchio, C. & Bottero, M., 2025. "Feasibility and evolution studies on renewable energy communities in cities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 213(C).
    3. Toufani, Parinaz & Nadar, Emre & Kocaman, Ayse Selin, 2022. "Short-term assessment of pumped hydro energy storage configurations: Up, down, or closed?," Renewable Energy, Elsevier, vol. 201(P1), pages 1086-1095.
    4. Selim, Alaa & Mo, Huadong & Pota, Hemanshu & Dong, Daoyi, 2025. "Day ahead scheduling of battery energy storage system operation using growth optimizer within cyber–physical–social systems," Energy, Elsevier, vol. 331(C).
    5. Rana, Md Masud & Romlie, Mohd Fakhizan & Abdullah, Mohd Faris & Uddin, Moslem & Sarkar, Md Rasel, 2021. "A novel peak load shaving algorithm for isolated microgrid using hybrid PV-BESS system," Energy, Elsevier, vol. 234(C).
    6. Ioanna-Mirto Chatzigeorgiou & Dimitrios Kitsikopoulos & Dimitrios A. Papadaskalopoulos & Alexandros-Georgios Chronis & Argyro Xenaki & Georgios T. Andreou, 2025. "Optimal PV Sizing and Demand Response in Greek Energy Communities Under the New Virtual Net-Billing Scheme," Energies, MDPI, vol. 18(19), pages 1-24, September.
    7. Yang, Yuqing & Bremner, Stephen & Menictas, Chris & Kay, Merlinde, 2022. "Modelling and optimal energy management for battery energy storage systems in renewable energy systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
    8. Gao, Qiang & Hayward, Jennifer A. & Sergiienko, Nataliia & Khan, Salman Saeed & Hemer, Mark & Ertugrul, Nesimi & Ding, Boyin, 2024. "Detailed mapping of technical capacities and economics potential of offshore wind energy: A case study in South-eastern Australia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PA).
    9. Zhile Jiang & Xinhao Nie & Stratis Skoulakis, 2026. "The Welfare Gap of Strategic Storage: Universal Bounds and Price Non-Linearity," Papers 2602.19660, arXiv.org.
    10. Gao, Qiang & Bechlenberg, Alva & Jayawardhana, Bayu & Ertugrul, Nesimi & Vakis, Antonis I. & Ding, Boyin, 2024. "Techno-economic assessment of offshore wind and hybrid wind–wave farms with energy storage systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 192(C).
    11. Ma, Qianli & Wei, Wei & Mei, Shengwei, 2024. "Health-aware coordinate long-term and short-term operation for BESS in energy and frequency regulation markets," Applied Energy, Elsevier, vol. 356(C).
    12. M A Sasi Bhushan & M. Sudhakaran & Sattianadan Dasarathan & Mariappane E, 2025. "Integration of a Heterogeneous Battery Energy Storage System into the Puducherry Smart Grid with Time-Varying Loads," Energies, MDPI, vol. 18(2), pages 1-20, January.
    13. Ziad Ragab & Ehsan Pashajavid & Sumedha Rajakaruna, 2024. "Optimal Sizing and Economic Analysis of Community Battery Systems Considering Sensitivity and Uncertainty Factors," Energies, MDPI, vol. 17(18), pages 1-20, September.
    14. Wang, Zhenni & Tan, Qiaofeng & Wen, Xin & Su, Huaying & Fang, Guohua & Wang, Hao, 2025. "Capacity optimization of retrofitting cascade hydropower plants with pumping stations for renewable energy integration: A case study," Applied Energy, Elsevier, vol. 377(PC).
    15. Javed, Muhammad Shahzad & Ma, Tao & Jurasz, Jakub & Canales, Fausto A. & Lin, Shaoquan & Ahmed, Salman & Zhang, Yijie, 2021. "Economic analysis and optimization of a renewable energy based power supply system with different energy storages for a remote island," Renewable Energy, Elsevier, vol. 164(C), pages 1376-1394.
    16. James Kamau & Baye Alioune Ndiogou & Nassif Rayess, 2025. "Simulation-Based Performance Evaluation of a Desiccant Indirect Evaporative Cooling System for Office Buildings in Hot–Humid East African Coastal Climates," Sustainability, MDPI, vol. 17(17), pages 1-28, August.
    17. Sardi, Junainah & Mithulananthan, N. & Hung, Duong Quoc, 2017. "Strategic allocation of community energy storage in a residential system with rooftop PV units," Applied Energy, Elsevier, vol. 206(C), pages 159-171.
    18. Yurter, Gulin & Nadar, Emre & Kocaman, Ayse Selin, 2024. "The impact of pumped hydro energy storage configurations on investment planning of hybrid systems with renewables," Renewable Energy, Elsevier, vol. 222(C).
    19. Chen, Yuanbo & Zheng, Kedi & Feng, Cheng & Huang, Junling & Guo, Hongye & Zhong, Haiwang, 2025. "Optimal grid-forming BESS management incorporating internal battery physics," Applied Energy, Elsevier, vol. 385(C).
    20. Wang, Yongli & Guo, Lu & Wang, Yanan & Zhang, Yunfei & Zhang, Siwen & Liu, Zeqiang & Xing, Juntai & Liu, Ximei, 2024. "Bi-level programming optimization method of rural integrated energy system based on coupling coordination degree of energy equipment," Energy, Elsevier, vol. 298(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:405:y:2026:i:c:s0306261925018793. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.