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Multi-dimensional resilience modelling framework for offshore wind farms under operational and extreme disruptions

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  • Wu, Jingyi
  • Guedes Soares, C.

Abstract

This paper develops a multi-dimensional resilience modelling framework for offshore wind farms under disruption, integrating technical, organisational, functional and economic dimensions. The framework clarifies the comprehensive meaning of resilience on offshore wind farms, integrating temporal (pre-, during-, and post-disruption), spatial (component, turbine, and farm), and complex dimensions. Building on this foundation, the resilience of offshore wind farms under operational and extreme disruptions has been modelled to evaluate the system's capacities, including robustness, rapidity, productivity and economic efficiency in different dimensions. It also considers various uncertainties, including environment, load, fatigue, equipment and material, personnel, mechanical, and structural attributes. Finally, a case study has been presented to illustrate the feasibility of the proposed modelling methodology, demonstrating that incorporating organisational, functional, and economic aspects alongside technical ones provides a more realistic assessment of offshore wind farm resilience. The work contributes to enriching the conceptualisation of offshore wind farm resilience. It establishes a comprehensive framework for resilience modelling, with great potential to support both operational decision-making and long-term planning.

Suggested Citation

  • Wu, Jingyi & Guedes Soares, C., 2026. "Multi-dimensional resilience modelling framework for offshore wind farms under operational and extreme disruptions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 230(C).
    • Handle: RePEc:eee:rensus:v:230:y:2026:i:c:s1364032125013401
    DOI: 10.1016/j.rser.2025.116667
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    1. Francis, Royce & Bekera, Behailu, 2014. "A metric and frameworks for resilience analysis of engineered and infrastructure systems," Reliability Engineering and System Safety, Elsevier, vol. 121(C), pages 90-103.
    2. Zhang, Chen & Gao, Wei & Yang, Tao & Guo, Sheng, 2019. "Opportunistic maintenance strategy for wind turbines considering weather conditions and spare parts inventory management," Renewable Energy, Elsevier, vol. 133(C), pages 703-711.
    3. Li, Yan & Zhu, Qiang & Liu, Liqin & Tang, Yougang, 2018. "Transient response of a SPAR-type floating offshore wind turbine with fractured mooring lines," Renewable Energy, Elsevier, vol. 122(C), pages 576-588.
    4. Brouwer, Sander R. & Al-Jibouri, Saad H.S. & Cárdenas, Ibsen Chivatá & Halman, Johannes I.M., 2018. "Towards analysing risks to public safety from wind turbines," Reliability Engineering and System Safety, Elsevier, vol. 180(C), pages 77-87.
    5. Li, He & Teixeira, Angelo P. & Guedes Soares, C., 2020. "A two-stage Failure Mode and Effect Analysis of offshore wind turbines," Renewable Energy, Elsevier, vol. 162(C), pages 1438-1461.
    6. Wilkie, David & Galasso, Carmine, 2020. "A probabilistic framework for offshore wind turbine loss assessment," Renewable Energy, Elsevier, vol. 147(P1), pages 1772-1783.
    7. Corinna Köpke & Jennifer Mielniczek & Alexander Stolz, 2023. "Testing Resilience Aspects of Operation Options for Offshore Wind Farms beyond the End-of-Life," Energies, MDPI, vol. 16(12), pages 1-12, June.
    8. Shafiee, Mahmood & Sørensen, John Dalsgaard, 2019. "Maintenance optimization and inspection planning of wind energy assets: Models, methods and strategies," Reliability Engineering and System Safety, Elsevier, vol. 192(C).
    9. Poulin, Craig & Kane, Michael B., 2021. "Infrastructure resilience curves: Performance measures and summary metrics," Reliability Engineering and System Safety, Elsevier, vol. 216(C).
    10. Jing Cai & Yibing Yin & Li Zhang & Xi Chen, 2017. "Joint Optimization of Preventive Maintenance and Spare Parts Inventory with Appointment Policy," Mathematical Problems in Engineering, Hindawi, vol. 2017, pages 1-12, March.
    11. Niemi, Arto & Skobiej, Bartosz & Kulev, Nikolai & Sill Torres, Frank, 2024. "Modeling offshore wind farm disturbances and maintenance service responses within the scope of resilience," Reliability Engineering and System Safety, Elsevier, vol. 242(C).
    12. Nicholson, Charles D. & Barker, Kash & Ramirez-Marquez, Jose E., 2016. "Flow-based vulnerability measures for network component importance: Experimentation with preparedness planning," Reliability Engineering and System Safety, Elsevier, vol. 145(C), pages 62-73.
    13. Wu, Jingyi & Yu, Yang & Cheng, Siyuan & Li, Zhenmian & Yu, Jianxing, 2022. "Probabilistic multilevel robustness assessment framework for a TLP under mooring failure considering uncertainties," Reliability Engineering and System Safety, Elsevier, vol. 223(C).
    14. Liu, Min & Qin, Jianjun & Lu, Da-Gang & Zhang, Wei-Heng & Zhu, Jiang-Sheng & Faber, Michael Havbro, 2022. "Towards resilience of offshore wind farms: A framework and application to asset integrity management," Applied Energy, Elsevier, vol. 322(C).
    15. Wiser, Ryan & Namovicz, Christopher & Gielecki, Mark & Smith, Robert, 2007. "The Experience with Renewable Portfolio Standards in the United States," The Electricity Journal, Elsevier, vol. 20(4), pages 8-20, May.
    16. Zhou, Dongyue & Pan, Xueping & Guo, Jinpeng & Sun, Xiaorong & Wang, Chong & Zheng, Jinhai, 2025. "Resilience quantification of offshore wind farm cluster under the joint influence of typhoon and its secondary disasters," Applied Energy, Elsevier, vol. 383(C).
    17. Toroghi, Shahaboddin Sean H. & Thomas, Valerie M., 2020. "A framework for the resilience analysis of electric infrastructure systems including temporary generation systems," Reliability Engineering and System Safety, Elsevier, vol. 202(C).
    18. Adnan Sarwar & Faisal Khan & Majeed Abimbola & Lesley James, 2018. "Resilience Analysis of a Remote Offshore Oil and Gas Facility for a Potential Hydrocarbon Release," Risk Analysis, John Wiley & Sons, vol. 38(8), pages 1601-1617, August.
    19. Hallowell, Spencer T. & Myers, Andrew T. & Arwade, Sanjay R. & Pang, Weichiang & Rawal, Prashant & Hines, Eric M. & Hajjar, Jerome F. & Qiao, Chi & Valamanesh, Vahid & Wei, Kai & Carswell, Wystan & Fo, 2018. "Hurricane risk assessment of offshore wind turbines," Renewable Energy, Elsevier, vol. 125(C), pages 234-249.
    20. Xiaoling Liang & Zheng Li & Xingxing Han & Shifeng Fu & Weijun Zhu & Tianmei Pu & Zhenye Sun & Hua Yang & Wenzhong Shen, 2024. "Study on Aerodynamic Performance and Wake Characteristics of a Floating Offshore Wind Turbine in Wind–Wave Coupling Field," Sustainability, MDPI, vol. 16(13), pages 1-20, June.
    21. Kang, Jichuan & Sun, Liping & Guedes Soares, C., 2019. "Fault Tree Analysis of floating offshore wind turbines," Renewable Energy, Elsevier, vol. 133(C), pages 1455-1467.
    22. Yacov Y. Haimes & Kenneth Crowther & Barry M. Horowitz, 2008. "Homeland security preparedness: Balancing protection with resilience in emergent systems," Systems Engineering, John Wiley & Sons, vol. 11(4), pages 287-308, December.
    23. Wu, Jingyi & Yu, Yang & Jin, Zihang & Zhang, Wenhao, 2024. "Multi-dimensional resilience assessment framework of offshore structure under mooring failure," Reliability Engineering and System Safety, Elsevier, vol. 247(C).
    24. Sun, Zhiqiang & Li, Zhengyi & Gong, Erling & Xie, Hongwei, 2012. "Estimating Human Error Probability using a modified CREAM," Reliability Engineering and System Safety, Elsevier, vol. 100(C), pages 28-32.
    25. Schallenberg-Rodriguez, Julieta, 2013. "A methodological review to estimate techno-economical wind energy production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 21(C), pages 272-287.
    26. Li Sun & Bozidar Stojadinovic & Giovanni Sansavini, 2019. "Agent‐Based Recovery Model for Seismic Resilience Evaluation of Electrified Communities," Risk Analysis, John Wiley & Sons, vol. 39(7), pages 1597-1614, July.
    27. Morató, A. & Sriramula, S. & Krishnan, N. & Nichols, J., 2017. "Ultimate loads and response analysis of a monopile supported offshore wind turbine using fully coupled simulation," Renewable Energy, Elsevier, vol. 101(C), pages 126-143.
    28. Wu, Jingyi & Yu, Yang & Yu, Jianxing & Chang, Xueying & Xu, Lixin & Zhang, Wenhao, 2023. "A Markov resilience assessment framework for tension leg platform under mooring failure," Reliability Engineering and System Safety, Elsevier, vol. 231(C).
    29. Li, He & Diaz, H. & Guedes Soares, C., 2021. "A developed failure mode and effect analysis for floating offshore wind turbine support structures," Renewable Energy, Elsevier, vol. 164(C), pages 133-145.
    30. Charani Shandiz, Saeid & Foliente, Greg & Rismanchi, Behzad & Wachtel, Amanda & Jeffers, Robert F., 2020. "Resilience framework and metrics for energy master planning of communities," Energy, Elsevier, vol. 203(C).
    31. Mottahedi, Adel & Sereshki, Farhang & Ataei, Mohammad & Qarahasanlou, Ali Nouri & Barabadi, Abbas, 2021. "Resilience estimation of critical infrastructure systems: Application of expert judgment," Reliability Engineering and System Safety, Elsevier, vol. 215(C).
    32. González-Longatt, F. & Wall, P. & Terzija, V., 2012. "Wake effect in wind farm performance: Steady-state and dynamic behavior," Renewable Energy, Elsevier, vol. 39(1), pages 329-338.
    33. Fang, Yi-Ping & Sansavini, Giovanni, 2019. "Optimum post-disruption restoration under uncertainty for enhancing critical infrastructure resilience," Reliability Engineering and System Safety, Elsevier, vol. 185(C), pages 1-11.
    34. Staffell, Iain & Green, Richard, 2014. "How does wind farm performance decline with age?," Renewable Energy, Elsevier, vol. 66(C), pages 775-786.
    35. Alberto Pliego Marugán & Fausto Pedro García Márquez & Jesús María Pinar Pérez, 2016. "Optimal Maintenance Management of Offshore Wind Farms," Energies, MDPI, vol. 9(1), pages 1-20, January.
    36. Rongyong Zhao & Daheng Dong & Cuiling Li & Steven Liu & Hao Zhang & Miyuan Li & Wenzhong Shen, 2020. "An Improved Power Control Approach for Wind Turbine Fatigue Balancing in an Offshore Wind Farm," Energies, MDPI, vol. 13(7), pages 1-20, March.
    37. Bae, Y.H. & Kim, M.H. & Kim, H.C., 2017. "Performance changes of a floating offshore wind turbine with broken mooring line," Renewable Energy, Elsevier, vol. 101(C), pages 364-375.
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