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Simulation-based multi-objective optimization for enhanced safety of fire emergency response in metro stations

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  • Liu, Qiong
  • He, Renfei
  • Zhang, Limao

Abstract

This study establishes a multi-objective optimization (MOO) model for fire emergency response in the metro station using a simulation-based analysis, in which the emergency response time and the number of firefighters are both minimized. A Hierarchical Timed Color Petri Nets (HTCPN) model is constructed to simulate different scenarios. The Skyline operator is adopted to solve the MOO problem based on the simulated dataset. Eventually, a case study of fire emergency response at the Simenkou metro station in Wuhan is conducted to verify the feasibility of the proposed approach. The case study implies that: (1) The constructed HTCPN model is correct, reasonable, and effective; (2) Compared to the baselines, simulation-based MOO can reduce the number of assigned firefighters and the emergency response time by 38.7% and 31.4%, respectively; (3) After considering the interaction between the firefighting and rescue teams, the average improvement of all scenarios can be further improved. The novelty of this research lies in that: (a) Through Petri nets combined with the emergency response process of metro stations, an HTCPN model is constructed, which appropriately represents the relationship between the relevant parts; (b) The optimal emergency response strategy is given from an MOO perspective based on the simulated dataset, which considers the response time and allocation of firefighters simultaneously.

Suggested Citation

  • Liu, Qiong & He, Renfei & Zhang, Limao, 2022. "Simulation-based multi-objective optimization for enhanced safety of fire emergency response in metro stations," Reliability Engineering and System Safety, Elsevier, vol. 228(C).
  • Handle: RePEc:eee:reensy:v:228:y:2022:i:c:s0951832022004392
    DOI: 10.1016/j.ress.2022.108820
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    as
    1. Bhardwaj, U. & Teixeira, A.P. & Guedes Soares, C. & Ariffin, A.K. & Singh, S.S., 2021. "Evidence based risk analysis of fire and explosion accident scenarios in FPSOs," Reliability Engineering and System Safety, Elsevier, vol. 215(C).
    2. Wang, Xinjian & Liu, Zhengjiang & Loughney, Sean & Yang, Zaili & Wang, Yanfu & Wang, Jin, 2022. "Numerical analysis and staircase layout optimisation for a Ro-Ro passenger ship during emergency evacuation," Reliability Engineering and System Safety, Elsevier, vol. 217(C).
    3. Shuanglin Li & Kok Lay Teo, 2019. "Post-disaster multi-period road network repair: work scheduling and relief logistics optimization," Annals of Operations Research, Springer, vol. 283(1), pages 1345-1385, December.
    4. Zhou, Jianfeng & Reniers, Genserik, 2022. "Petri-net based cooperation modeling and time analysis of emergency response in the context of domino effect prevention in process industries," Reliability Engineering and System Safety, Elsevier, vol. 223(C).
    5. Yuning Wang & Yingzi Liang & Hui Sun & Yufei Yang, 2020. "Emergency Response for COVID-19 Prevention and Control in Urban Rail Transit Based on Case-Based Reasoning Method," Discrete Dynamics in Nature and Society, Hindawi, vol. 2020, pages 1-9, December.
    6. Xiang Chu & QiuYan Zhong, 2015. "Post-earthquake allocation approach of medical rescue teams," 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. 79(3), pages 1809-1824, December.
    7. T Andersson & P Värbrand, 2007. "Decision support tools for ambulance dispatch and relocation," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 58(2), pages 195-201, February.
    8. Robert Axelrod, 1997. "Advancing the Art of Simulation in the Social Sciences," Working Papers 97-05-048, Santa Fe Institute.
    9. Schmid, Verena & Doerner, Karl F., 2010. "Ambulance location and relocation problems with time-dependent travel times," European Journal of Operational Research, Elsevier, vol. 207(3), pages 1293-1303, December.
    10. Rennemo, Sigrid Johansen & Rø, Kristina Fougner & Hvattum, Lars Magnus & Tirado, Gregorio, 2014. "A three-stage stochastic facility routing model for disaster response planning," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 62(C), pages 116-135.
    11. Najafi, Mehdi & Eshghi, Kourosh & Dullaert, Wout, 2013. "A multi-objective robust optimization model for logistics planning in the earthquake response phase," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 49(1), pages 217-249.
    12. Caunhye, Aakil M. & Nie, Xiaofeng & Pokharel, Shaligram, 2012. "Optimization models in emergency logistics: A literature review," Socio-Economic Planning Sciences, Elsevier, vol. 46(1), pages 4-13.
    13. Guo, Kai & Zhang, Limao, 2022. "Adaptive multi-objective optimization for emergency evacuation at metro stations," Reliability Engineering and System Safety, Elsevier, vol. 219(C).
    14. Rodríguez-Espíndola, Oscar & Albores, Pavel & Brewster, Christopher, 2018. "Disaster preparedness in humanitarian logistics: A collaborative approach for resource management in floods," European Journal of Operational Research, Elsevier, vol. 264(3), pages 978-993.
    15. Murat Uzam & ZhiWu Li & Gökhan Gelen & Rabiu Saleh Zakariyya, 2016. "A divide-and-conquer-method for the synthesis of liveness enforcing supervisors for flexible manufacturing systems," Journal of Intelligent Manufacturing, Springer, vol. 27(5), pages 1111-1129, October.
    16. Riccardo Minciardi & Roberto Sacile & Eva Trasforini, 2009. "Resource Allocation in Integrated Preoperational and Operational Management of Natural Hazards," Risk Analysis, John Wiley & Sons, vol. 29(1), pages 62-75, January.
    17. Ying Lu & Shuqi Sun, 2020. "Scenario-Based Allocation of Emergency Resources in Metro Emergencies: A Model Development and a Case Study of Nanjing Metro," Sustainability, MDPI, vol. 12(16), pages 1-21, August.
    18. Melissa Gama & Bruno Filipe Santos & Maria Paola Scaparra, 2016. "A multi-period shelter location-allocation model with evacuation orders for flood disasters," EURO Journal on Computational Optimization, Springer;EURO - The Association of European Operational Research Societies, vol. 4(3), pages 299-323, September.
    19. Erol Gelenbe & Fang-Jing Wu, 2013. "Future Research on Cyber-Physical Emergency Management Systems," Future Internet, MDPI, vol. 5(3), pages 1-19, June.
    20. Galindo, Gina & Batta, Rajan, 2013. "Review of recent developments in OR/MS research in disaster operations management," European Journal of Operational Research, Elsevier, vol. 230(2), pages 201-211.
    21. Zhang, Limao & Lin, Penghui, 2021. "Multi-objective optimization for limiting tunnel-induced damages considering uncertainties," Reliability Engineering and System Safety, Elsevier, vol. 216(C).
    22. Zhou, Jianfeng & Reniers, Genserik, 2020. "Probabilistic Petri-net addition enabling decision making depending on situational change: The case of emergency response to fuel tank farm fire," Reliability Engineering and System Safety, Elsevier, vol. 200(C).
    23. Delcea, Camelia & Cotfas, Liviu-Adrian, 2019. "Increasing awareness in classroom evacuation situations using agent-based modeling," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 523(C), pages 1400-1418.
    24. Zhongzhen Yang & Liquan Guo & Zaili Yang, 2019. "Emergency logistics for wildfire suppression based on forecasted disaster evolution," Annals of Operations Research, Springer, vol. 283(1), pages 917-937, December.
    25. Wan, Jiahui & Sui, Jie & Yu, Hua, 2014. "Research on evacuation in the subway station in China based on the Combined Social Force Model," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 394(C), pages 33-46.
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    Cited by:

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    2. Zuo, Fei & Zio, Enrico & Xu, Yue, 2023. "Bi-objective optimization of the scheduling of risk-related resources for risk response," Reliability Engineering and System Safety, Elsevier, vol. 237(C).
    3. 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).
    4. Hanna Jędrzejuk & Faustyna Orzełowska, 2023. "Analysis of the Operation of Smoke Exhaust Ventilation in the Metro’s Technological Corridor Based on Numerical Simulation of Selected Locations of Fire," Energies, MDPI, vol. 16(2), pages 1-18, January.
    5. Liu, Qiong & Guo, Kai & Wu, Xianguo & Xiao, Zhonghua & Zhang, Limao, 2024. "Simulation-based rescue plan modeling and performance assessment towards resilient metro systems under emergency," Reliability Engineering and System Safety, Elsevier, vol. 241(C).

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