IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v398y2025ics0306261925011444.html

A resilience-oriented optimization framework for smart grid operation and recovery before, during, and after natural disasters

Author

Listed:
  • Sun, Wei
  • Wang, Yu
  • Hao, Yu
  • Alharthi, Yahya Z.
  • Wang, Yubin

Abstract

The increasing frequency of natural disasters driven by climate change poses significant challenges to the resilience of power distribution networks. Enhancing grid resilience requires proactive measures before disruptions, efficient reconfiguration during events, and strategic recovery planning post-event. This paper presents a novel three-stage optimization framework aimed at fortifying distribution networks against natural disasters. The proposed model integrates proactive asset positioning, Dynamic Feeder Reconfiguration (DFR), Mobile Emergency Generator (MEG) deployment, and Direct Load Control (DLC) to minimize Expected Energy Not Served (EENS) and forced load shedding. In the first stage, Automatic Switches (ASs) are optimally placed to enhance system flexibility. The second stage focuses on the pre-positioning of MEGs and Crew Teams (CTs) for rapid emergency response. The final stage addresses generation scheduling and repair strategies to accelerate post-disaster recovery. The optimization is formulated as a Mixed-Integer Linear Programming (MILP) model and solved using CPLEX in GAMS. Case studies on a modified IEEE 69-bus distribution network demonstrate that the proposed strategy reduces EENS by 43.89 % and forced load shedding by 64.05 %, ensuring greater system reliability and faster recovery. These results underscore the effectiveness of integrated resilience strategies for smart grid operations under extreme events.

Suggested Citation

  • Sun, Wei & Wang, Yu & Hao, Yu & Alharthi, Yahya Z. & Wang, Yubin, 2025. "A resilience-oriented optimization framework for smart grid operation and recovery before, during, and after natural disasters," Applied Energy, Elsevier, vol. 398(C).
  • Handle: RePEc:eee:appene:v:398:y:2025:i:c:s0306261925011444
    DOI: 10.1016/j.apenergy.2025.126414
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261925011444
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.apenergy.2025.126414?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. Mehrjerdi, Hasan & Mahdavi, Sajad & Hemmati, Reza, 2021. "Resilience maximization through mobile battery storage and diesel DG in integrated electrical and heating networks," Energy, Elsevier, vol. 237(C).
    2. Mishra, Dillip Kumar & Ghadi, Mojtaba Jabbari & Azizivahed, Ali & Li, Li & Zhang, Jiangfeng, 2021. "A review on resilience studies in active distribution systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    3. Dehghani, Nariman L. & Jeddi, Ashkan B. & Shafieezadeh, Abdollah, 2021. "Intelligent hurricane resilience enhancement of power distribution systems via deep reinforcement learning," Applied Energy, Elsevier, vol. 285(C).
    4. Hughes, William & Zhang, Wei & Bagtzoglou, Amvrossios C. & Wanik, David & Pensado, Osvaldo & Yuan, Hao & Zhang, Jintao, 2021. "Damage modeling framework for resilience hardening strategy for overhead power distribution systems," Reliability Engineering and System Safety, Elsevier, vol. 207(C).
    5. Wang, Y. & Rousis, A. Oulis & Strbac, G., 2022. "Resilience-driven optimal sizing and pre-positioning of mobile energy storage systems in decentralized networked microgrids," Applied Energy, Elsevier, vol. 305(C).
    6. Fan, Pengyi & Yu, Tao & Wang, Ziyao & Pan, Zhenning & Wu, Yufeng, 2025. "Resilience-oriented soft open point deployment with topology-variable-based frequency stability constraints for distribution networks," Applied Energy, Elsevier, vol. 394(C).
    7. Sridhar, Araavind & Honkapuro, Samuli & Ruiz, Fredy & Stoklasa, Jan & Annala, Salla & Wolff, Annika & Rautiainen, Antti, 2023. "Residential consumer preferences to demand response: Analysis of different motivators to enroll in direct load control demand response," Energy Policy, Elsevier, vol. 173(C).
    8. Moradijoz, Mahnaz & Moradijoz, Saeed & Moghaddam, Mohsen Parsa & Haghifam, Mahmoud-Reza, 2020. "Flexibility enhancement in active distribution networks through a risk-based optimal placement of sectionalizing switches," Reliability Engineering and System Safety, Elsevier, vol. 201(C).
    9. Liu, Xinrui & Li, Xinyu & Li, Xin & Wang, Rui & Dong, Chaoyu & Ren, Hanwen & Sun, Qiuye, 2025. "Resilience enhancement strategy of multiple microgrids based on distribution station area considering two-level power management," Energy, Elsevier, vol. 319(C).
    10. Wang, Yi & Rousis, Anastasios Oulis & Strbac, Goran, 2020. "On microgrids and resilience: A comprehensive review on modeling and operational strategies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 134(C).
    11. Mansouri, Seyed Amir & Nematbakhsh, Emad & Ahmarinejad, Amir & Jordehi, Ahmad Rezaee & Javadi, Mohammad Sadegh & Marzband, Mousa, 2022. "A hierarchical scheduling framework for resilience enhancement of decentralized renewable-based microgrids considering proactive actions and mobile units," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    12. Shi, Qingxin & Li, Fangxing & Dong, Jin & Olama, Mohammed & Wang, Xiaofei & Winstead, Chris & Kuruganti, Teja, 2022. "Co-optimization of repairs and dynamic network reconfiguration for improved distribution system resilience," Applied Energy, Elsevier, vol. 318(C).
    13. Venkateswaran V, Balaji & Saini, Devender Kumar & Sharma, Madhu, 2021. "Techno-economic hardening strategies to enhance distribution system resilience against earthquake," Reliability Engineering and System Safety, Elsevier, vol. 213(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yang, Jun & Zhao, Yulong & Wu, Qi & Wang, Shunjiang, 2026. "Resilience enhancement encryption strategy for cyber-physical energy systems under multiple extreme events based on edge graph computing," Reliability Engineering and System Safety, Elsevier, vol. 268(C).

    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. Mansouri, Seyed Amir & Nematbakhsh, Emad & Ahmarinejad, Amir & Jordehi, Ahmad Rezaee & Javadi, Mohammad Sadegh & Marzband, Mousa, 2022. "A hierarchical scheduling framework for resilience enhancement of decentralized renewable-based microgrids considering proactive actions and mobile units," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    2. Lei, Shunbo & Pozo, David & Wang, Ming-Hao & Li, Qifeng & Li, Yupeng & Peng, Chaoyi, 2022. "Power economic dispatch against extreme weather conditions: The price of resilience," Renewable and Sustainable Energy Reviews, Elsevier, vol. 157(C).
    3. Wang, Zekai & Ding, Tao & Jia, Wenhao & Huang, Can & Mu, Chenggang & Qu, Ming & Shahidehpour, Mohammad & Yang, Yongheng & Blaabjerg, Frede & Li, Li & Wang, Kang & Chi, Fangde, 2022. "Multi-stage stochastic programming for resilient integrated electricity and natural gas distribution systems against typhoon natural disaster attacks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 159(C).
    4. Liu, Hanchen & Wang, Chong & Ju, Ping & Li, Hongyu, 2022. "A sequentially preventive model enhancing power system resilience against extreme-weather-triggered failures," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    5. Venkatasubramanian, Balaji V. & Panteli, Mathaios, 2023. "Power system resilience during 2001–2022: A bibliometric and correlation analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
    6. Wang, Chong & Ju, Ping & Wu, Feng & Pan, Xueping & Wang, Zhaoyu, 2022. "A systematic review on power system resilience from the perspective of generation, network, and load," Renewable and Sustainable Energy Reviews, Elsevier, vol. 167(C).
    7. Libin Yang & Zhengxi Li & Tingxiang Liu & Na An & Wanpeng Zhou & Yang Si, 2024. "Two-Stage Robust Resilience Enhancement of Distribution System against Line Failures via Hydrogen Tube Trailers," Energies, MDPI, vol. 17(20), pages 1-14, October.
    8. Hughes, William & Zhang, Wei & Cerrai, Diego & Bagtzoglou, Amvrossios & Wanik, David & Anagnostou, Emmanouil, 2022. "A Hybrid Physics-Based and Data-Driven Model for Power Distribution System Infrastructure Hardening and Outage Simulation," Reliability Engineering and System Safety, Elsevier, vol. 225(C).
    9. Tian, Meng & Zhu, Ziyang & Dong, Zhengcheng & Zhao, Le & Yao, Hongtai, 2025. "Resilience enhancement of cyber–physical distribution systems via mobile power sources and unmanned aerial vehicles," Reliability Engineering and System Safety, Elsevier, vol. 254(PB).
    10. Dui, Hongyan & Liu, Meng & Song, Jiaying & Wu, Shaomin, 2023. "Importance measure-based resilience management: Review, methodology and perspectives on maintenance," Reliability Engineering and System Safety, Elsevier, vol. 237(C).
    11. Shang, Ce & Lin, Teng & Li, Canbing & Wang, Keyou & Ai, Qian, 2021. "Joining resilience and reliability evaluation against both weather and ageing causes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    12. Tang, Liangyu & Han, Yang & Zalhaf, Amr S. & Zhou, Siyu & Yang, Ping & Wang, Congling & Huang, Tao, 2024. "Resilience enhancement of active distribution networks under extreme disaster scenarios: A comprehensive overview of fault location strategies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PA).
    13. Tian, Meng & Dong, Zhengcheng & Gong, Li & Wang, Xianpei, 2024. "Line hardening strategies for resilient power systems considering cyber-topology interdependence," Reliability Engineering and System Safety, Elsevier, vol. 241(C).
    14. Ma, Xiangyu & Zhou, Huijie & Li, Zhiyi, 2021. "On the resilience of modern power systems: A complex network perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    15. Wang, Chenyushu & Cai, Baoping & Liu, Yiliu & Zhao, Yixin & Zhang, Yanping & Pan, Zhaoyi, 2025. "A systematic review of engineering resilience: challenges and opportunities in ocean engineering," Reliability Engineering and System Safety, Elsevier, vol. 264(PB).
    16. Xu, Luo & Guo, Qinglai & Sheng, Yujie & Muyeen, S.M. & Sun, Hongbin, 2021. "On the resilience of modern power systems: A comprehensive review from the cyber-physical perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    17. Paul, Shuva & Poudyal, Abodh & Poudel, Shiva & Dubey, Anamika & Wang, Zhaoyu, 2024. "Resilience assessment and planning in power distribution systems: Past and future considerations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
    18. Zhang, Qianzhi & Wang, Zhaoyu & Ma, Shanshan & Arif, Anmar, 2021. "Stochastic pre-event preparation for enhancing resilience of distribution systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
    19. Wu, Chuantao & Chen, Cen & Ma, Yuncong & Li, Feiyu & Sui, Quan & Lin, Xiangning & Wei, Fanrong & Li, Zhengtian, 2022. "Enhancing resilient restoration of distribution systems utilizing electric vehicles and supporting incentive mechanism," Applied Energy, Elsevier, vol. 322(C).
    20. Zidane, Tekai Eddine Khalil & Muis, Zarina Ab & Ho, Wai Shin & Zahraoui, Younes & Aziz, Ali Saleh & Su, Chun-Lien & Mekhilef, Saad & Elia Campana, Pietro, 2025. "Power systems and microgrids resilience enhancement strategies: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(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:398:y:2025:i:c:s0306261925011444. 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.