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Multiplex networks in resilience modeling of critical infrastructure systems: A systematic review

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  • Wang, Ying
  • Zhao, Ou
  • Zhang, Limao

Abstract

Modeling the effect of extreme events on multiple interdependent critical infrastructure systems (CIS) simultaneously is essential for improving their resilience. To uncover CIS resilience, an increasing number of studies are attempting to incorporate the interdependency in CIS resilience modeling under disaster events, where multiplex network is a powerful and promising representative. This paper presents a systematic review of multiplex networks in CIS resilience modeling and discusses the state of the art on the topic. This review helps to guide the construction of multiplex networks in CIS with different types of interdependencies and highlights the key aspects of CIS resilience modeling including attacks, evaluation, evolution, and control. Moreover, several challenges are identified while providing possible future research directions. The findings and discussions of this study could be helpful to researchers and professionals in the field of CIS resilience modeling especially when leveraging multiplex networks.

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  • Wang, Ying & Zhao, Ou & Zhang, Limao, 2024. "Multiplex networks in resilience modeling of critical infrastructure systems: A systematic review," Reliability Engineering and System Safety, Elsevier, vol. 250(C).
    • Handle: RePEc:eee:reensy:v:250:y:2024:i:c:s0951832024003727
    DOI: 10.1016/j.ress.2024.110300
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    as
    1. Haritha, P.C. & Anjaneyulu, M.V.L.R., 2024. "Comparison of topological functionality-based resilience metrics using link criticality," Reliability Engineering and System Safety, Elsevier, vol. 243(C).
    2. Tom McLeod Logan & Terje Aven & Seth David Guikema & Roger Flage, 2022. "Risk science offers an integrated approach to resilience," Nature Sustainability, Nature, vol. 5(9), pages 741-748, September.
    3. Amrie Singh & David Dawson & Mark Trigg & Nigel Wright, 2021. "A review of modelling methodologies for flood source area (FSA) identification," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 107(2), pages 1047-1068, June.
    4. Chao Zhang & Jingjing Kong & Slobodan P Simonovic, 2018. "Modeling joint restoration strategies for interdependent infrastructure systems," PLOS ONE, Public Library of Science, vol. 13(4), pages 1-18, April.
    5. Bellè, Andrea & Abdin, Adam F. & Fang, Yi-Ping & Zeng, Zhiguo & Barros, Anne, 2023. "A resilience-based framework for the optimal coupling of interdependent critical infrastructures," Reliability Engineering and System Safety, Elsevier, vol. 237(C).
    6. Hu, Jie & Wen, Weiping & Zhai, Changhai & Pei, Shunshun, 2024. "Post-earthquake functionality assessment for urban subway systems: Incorporating the combined effects of seismic performance of structural and non-structural systems and functional interdependencies," Reliability Engineering and System Safety, Elsevier, vol. 241(C).
    7. R. Quentin Grafton & Luc Doyen & Christophe Béné & Edoardo Borgomeo & Kate Brooks & Long Chu & Graeme S. Cumming & John Dixon & Stephen Dovers & Dustin Garrick & Ariella Helfgott & Qiang Jiang & Pamel, 2019. "Realizing resilience for decision-making," Nature Sustainability, Nature, vol. 2(10), pages 907-913, October.
      • R. Quentin Grafton & Luc Doyen & Christophe Béné & Edoardo Borgomeo & Kate Brooks & Long Chu & Graeme S. Cumming & John Dixon & Stephen Dovers & Dustin Garrick & Ariella Helfgott & Qiang Jiang & Pamel, 2019. "Realizing resilience for decision-making," Post-Print hal-02733372, HAL.
    8. Blagojević, Nikola & Didier, Max & Stojadinović, Božidar, 2022. "Quantifying component importance for disaster resilience of communities with interdependent civil infrastructure systems," Reliability Engineering and System Safety, Elsevier, vol. 228(C).
    9. Anna D. Broido & Aaron Clauset, 2019. "Scale-free networks are rare," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    10. Baxter, G.J. & da Costa, R.A. & Dorogovtsev, S.N. & Mendes, J.F.F., 2022. "Weak percolation on multiplex networks with overlapping edges," Chaos, Solitons & Fractals, Elsevier, vol. 164(C).
    11. Tang, Yumeng & Li, Shuang & Zhai, Changhai & Zhao, Jianjun, 2023. "Railway operation recovery method of regional high-speed railway based on optimal resilience after earthquakes," Reliability Engineering and System Safety, Elsevier, vol. 238(C).
    12. Zhao-Hua Lin & Mi Feng & Ming Tang & Zonghua Liu & Chen Xu & Pak Ming Hui & Ying-Cheng Lai, 2020. "Non-Markovian recovery makes complex networks more resilient against large-scale failures," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    13. Izaddoost, Ali & Naderpajouh, Nader & Heravi, Gholamreza, 2023. "Modelling principal-agent dilemma for management of resilience in interdependent infrastructure systems," Reliability Engineering and System Safety, Elsevier, vol. 238(C).
    14. Nadia M. Viljoen & Johan W. Joubert, 2018. "The Road most Travelled: The Impact of Urban Road Infrastructure on Supply Chain Network Vulnerability," Networks and Spatial Economics, Springer, vol. 18(1), pages 85-113, March.
    15. Rachunok, Benjamin & Nateghi, Roshanak, 2020. "The sensitivity of electric power infrastructure resilience to the spatial distribution of disaster impacts," Reliability Engineering and System Safety, Elsevier, vol. 193(C).
    16. Pei, Jianxin & Liu, Ying & Wang, Wei & Gong, Jie, 2021. "Cascading failures in multiplex network under flow redistribution," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 583(C).
    17. Moglen, Rachel L. & Barth, Julius & Gupta, Shagun & Kawai, Eiji & Klise, Katherine & Leibowicz, Benjamin D., 2023. "A nexus approach to infrastructure resilience planning under uncertainty," Reliability Engineering and System Safety, Elsevier, vol. 230(C).
    18. Tiago A. Schieber & Laura C. Carpi & Panos M. Pardalos & Cristina Masoller & Albert Díaz-Guilera & Martín G. Ravetti, 2023. "Diffusion capacity of single and interconnected networks," Nature Communications, Nature, vol. 14(1), pages 1-9, December.
    19. 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).
    20. Peng Wu & Yunfei Li & Chengbing Li, 2022. "Invulnerability of the Urban Agglomeration Integrated Passenger Transport Network under Emergency Events," IJERPH, MDPI, vol. 20(1), pages 1-16, December.
    21. Xiaoge Bao & Qitong Hu & Peng Ji & Wei Lin & Jürgen Kurths & Jan Nagler, 2022. "Impact of basic network motifs on the collective response to perturbations," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    22. Javier M. Buldú & Federico Pablo-Martí & Jacobo Aguirre, 2019. "Taming out-of-equilibrium dynamics on interconnected networks," Nature Communications, Nature, vol. 10(1), pages 1-9, December.
    23. Sun, Peng Gang & Che, Wanping & Quan, Yining & Wang, Shuzhen & Miao, Qiguang, 2022. "Random networks are heterogeneous exhibiting a multi-scaling law," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 587(C).
    24. Vargas, Paola & Tien, Iris, 2023. "Impacts of 5G on cyber-physical risks for interdependent connected smart critical infrastructure systems," International Journal of Critical Infrastructure Protection, Elsevier, vol. 42(C).
    25. Heidi Kreibich & Anne F. Loon & Kai Schröter & Philip J. Ward & Maurizio Mazzoleni & Nivedita Sairam & Guta Wakbulcho Abeshu & Svetlana Agafonova & Amir AghaKouchak & Hafzullah Aksoy & Camila Alvarez-, 2022. "The challenge of unprecedented floods and droughts in risk management," Nature, Nature, vol. 608(7921), pages 80-86, August.
    26. Iannacone, Leandro & Sharma, Neetesh & Tabandeh, Armin & Gardoni, Paolo, 2022. "Modeling Time-varying Reliability and Resilience of Deteriorating Infrastructure," Reliability Engineering and System Safety, Elsevier, vol. 217(C).
    27. Xu, Min & Li, Guoyuan & Chen, Anthony, 2024. "Resilience-driven post-disaster restoration of interdependent infrastructure systems under different decision-making environments," Reliability Engineering and System Safety, Elsevier, vol. 241(C).
    28. Hao, Yucheng & Jia, Limin & Zio, Enrico & Wang, Yanhui & He, Zhichao, 2024. "A network-based approach to improving robustness of a high-speed train by structure adjustment," Reliability Engineering and System Safety, Elsevier, vol. 243(C).
    29. Shekhtman, Louis M. & Danziger, Michael M. & Havlin, Shlomo, 2016. "Recent advances on failure and recovery in networks of networks," Chaos, Solitons & Fractals, Elsevier, vol. 90(C), pages 28-36.
    30. Dui, Hongyan & Lu, Yaohui & Wu, Shaomin, 2024. "Competing risks-based resilience approach for multi-state systems under multiple shocks," Reliability Engineering and System Safety, Elsevier, vol. 242(C).
    31. Jia, Chuanzhou & Zhang, Chi & Li, Yan-Fu & Li, Quan-Lin, 2023. "Joint pre- and post-disaster planning to enhance the resilience of critical infrastructures," Reliability Engineering and System Safety, Elsevier, vol. 231(C).
    32. Jianjun Qin & Michael Havbro Faber, 2019. "Resilience Informed Integrity Management of Wind Turbine Parks," Energies, MDPI, vol. 12(14), pages 1-19, July.
    33. An, Xu & Yin, Zhiming & Tong, Qi & Fang, Yiping & Yang, Ming & Yang, Qiaoqiao & Meng, Huixing, 2023. "An integrated resilience assessment methodology for emergency response systems based on multi-stage STAMP and dynamic Bayesian networks," Reliability Engineering and System Safety, Elsevier, vol. 238(C).
    34. Canbilen Sütiçen, Tuğçe & Batun, Sakine & Çelik, Melih, 2023. "Integrated reinforcement and repair of interdependent infrastructure networks under disaster-related uncertainties," European Journal of Operational Research, Elsevier, vol. 308(1), pages 369-384.
    35. Fan, Dongming & Sun, Bo & Dui, Hongyan & Zhong, Jilong & Wang, Ziyao & Ren, Yi & Wang, Zili, 2022. "A modified connectivity link addition strategy to improve the resilience of multiplex networks against attacks," Reliability Engineering and System Safety, Elsevier, vol. 221(C).
    36. Ebrahimnejad, Sadoullah & khanbaba, Amirhossein & Samimi, Sina, 2021. "Development of an Input-Output Model Considering Simultaneous Effect of Risks in Infrastructure under Dynamic Conditions," Reliability Engineering and System Safety, Elsevier, vol. 213(C).
    37. Pan, Yue & Qin, Jianjun & Hou, Yongmao & Chen, Jin-Jian, 2024. "Two-stage support vector machine-enabled deep excavation settlement prediction considering class imbalance and multi-source uncertainties," Reliability Engineering and System Safety, Elsevier, vol. 241(C).
    38. Michael M. Danziger & Albert-László Barabási, 2022. "Recovery coupling in multilayer networks," Nature Communications, Nature, vol. 13(1), pages 1-8, December.
    39. Sharma, Neetesh & Gardoni, Paolo, 2022. "Mathematical modeling of interdependent infrastructure: An object-oriented approach for generalized network-system analysis," Reliability Engineering and System Safety, Elsevier, vol. 217(C).
    40. Kurmankhojayev, Daniyar & Li, Guoyuan & Chen, Anthony, 2024. "Link criticality index: Refinement, framework extension, and a case study," Reliability Engineering and System Safety, Elsevier, vol. 243(C).
    41. Thompson, James R. & Frezza, Damon & Necioglu, Burhan & Cohen, Michael L. & Hoffman, Kenneth & Rosfjord, Kristine, 2019. "Interdependent Critical Infrastructure Model (ICIM): An agent-based model of power and water infrastructure," International Journal of Critical Infrastructure Protection, Elsevier, vol. 24(C), pages 144-165.
    42. Zhen, Lu & Lin, Shumin & Zhou, Chenhao, 2022. "Green port oriented resilience improvement for traffic-power coupled networks," Reliability Engineering and System Safety, Elsevier, vol. 225(C).
    43. Jingjing Kong & Slobodan P. Simonovic & Chao Zhang, 2019. "Resilience Assessment of Interdependent Infrastructure Systems: A Case Study Based on Different Response Strategies," Sustainability, MDPI, vol. 11(23), pages 1-31, November.
    44. Dimitrios Tsiotas & César Ducruet, 2021. "Measuring the effect of distance on the network topology of the Global Container Shipping Network," Post-Print halshs-03408185, HAL.
    45. Matthew J Page & Joanne E McKenzie & Patrick M Bossuyt & Isabelle Boutron & Tammy C Hoffmann & Cynthia D Mulrow & Larissa Shamseer & Jennifer M Tetzlaff & Elie A Akl & Sue E Brennan & Roger Chou & Jul, 2021. "The PRISMA 2020 statement: An updated guideline for reporting systematic reviews," PLOS Medicine, Public Library of Science, vol. 18(3), pages 1-15, March.
    46. Wang, Feng & Tian, Jin & Shi, Chenli & Ling, Jiamu & Chen, Zian & Xu, Zhengguo, 2024. "A multi-stage quantitative resilience analysis and optimization framework considering dynamic decisions for urban infrastructure systems," Reliability Engineering and System Safety, Elsevier, vol. 243(C).
    47. Fang Zhou & Yanchao Du & Yongbo Yuan & Mingyuan Zhang, 2019. "The cross-networks impact analysis and assessment in multilayer interdependent networks: A case study of critical infrastructures," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 30(07), pages 1-13, July.
    48. Saeed Osat & Ali Faqeeh & Filippo Radicchi, 2017. "Optimal percolation on multiplex networks," Nature Communications, Nature, vol. 8(1), pages 1-7, December.
    49. Zhao, Taiyi & Tang, Yuchun & Li, Qiming & Wang, Jingquan, 2023. "Resilience-oriented network reconfiguration strategies for community emergency medical services," Reliability Engineering and System Safety, Elsevier, vol. 231(C).
    50. Wang, Jing & Zuo, Wangda & Rhode-Barbarigos, Landolf & Lu, Xing & Wang, Jianhui & Lin, Yanling, 2019. "Literature review on modeling and simulation of energy infrastructures from a resilience perspective," Reliability Engineering and System Safety, Elsevier, vol. 183(C), pages 360-373.
    51. 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).
    52. David L. Alderson & Daniel Funk & Ralucca Gera, 2020. "Analysis of the global maritime transportation system as a layered network," Journal of Transportation Security, Springer, vol. 13(3), pages 291-325, December.
    53. 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).
    54. Hafeznia, Hamed & Stojadinović, Božidar, 2023. "ResQ-IOS: An iterative optimization-based simulation framework for quantifying the resilience of interdependent critical infrastructure systems to natural hazards," Applied Energy, Elsevier, vol. 349(C).
    55. Karakoc, Deniz Berfin & Barker, Kash & González, Andrés D., 2023. "Analyzing the tradeoff between vulnerability and recoverability investments for interdependent infrastructure networks," Socio-Economic Planning Sciences, Elsevier, vol. 87(PA).
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