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Data-driven emergency evacuation decision for cruise ports under COVID-19: An improved genetic algorithm and simulation

Author

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  • Liu, Zongtuan
  • Dong, Gang
  • Gui, Yunmiao

Abstract

With the development of the economy and the improvement of passengers’ living standards, the passenger flow of cruise ports has sharply increased. However, the outbreak of COVID-19 has introduced more emergencies. Therefore, it is of great practical significance to investigate passenger emergency evacuation from cruise ports under COVID-19 conditions. First, the dynamic control flow model of emergency evacuation is established, and a theorem is given and proven to solve the relationship between the number of optimal evacuees and optimal short circuits. Second, an improved genetic algorithm is adopted to optimize it. Third, the boarding hall of Wusong Cruise Port is used to demonstrate the theoretical model with real data. Then the evacuation time in the solution results is found to be significantly shorted. Finally, Data-driven emergency evacuation decision for cruise ports under COVID-19 is given for policy implications.

Suggested Citation

  • Liu, Zongtuan & Dong, Gang & Gui, Yunmiao, 2023. "Data-driven emergency evacuation decision for cruise ports under COVID-19: An improved genetic algorithm and simulation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 629(C).
    • Handle: RePEc:eee:phsmap:v:629:y:2023:i:c:s0378437123006490
    DOI: 10.1016/j.physa.2023.129094
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    1. Song, Houde & Liu, Xiaojing & Song, Meiqi, 2023. "Comparative study of data-driven and model-driven approaches in prediction of nuclear power plants operating parameters," Applied Energy, Elsevier, vol. 341(C).
    2. Shi, Meng & Lee, Eric Wai Ming & Ma, Yi, 2018. "A novel grid-based mesoscopic model for evacuation dynamics," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 497(C), pages 198-210.
    3. Fang, Zhi-Ming & Lv, Wei & Jiang, Li-Xue & Xu, Qing-Feng & Song, Wei-Guo, 2016. "Modeling and assessment of civil aircraft evacuation based on finer-grid," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 448(C), pages 102-112.
    4. Ivagnes, Anna & Stabile, Giovanni & Mola, Andrea & Iliescu, Traian & Rozza, Gianluigi, 2023. "Hybrid data-driven closure strategies for reduced order modeling," Applied Mathematics and Computation, Elsevier, vol. 448(C).
    5. 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).
    6. Liu, Qiujia & Lu, Linjun & Zhang, Yijing & Hu, Miaoqing, 2022. "Modeling the dynamics of pedestrian evacuation in a complex environment," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 585(C).
    7. Maskooki, Alaleh & Deb, Kalyanmoy & Kallio, Markku, 2022. "A customized genetic algorithm for bi-objective routing in a dynamic network," European Journal of Operational Research, Elsevier, vol. 297(2), pages 615-629.
    8. Aleksandar Radic & Rob Law & Michael Lück & Haesang Kang & Antonio Ariza-Montes & Juan M. Arjona-Fuentes & Heesup Han, 2020. "Apocalypse Now or Overreaction to Coronavirus: The Global Cruise Tourism Industry Crisis," Sustainability, MDPI, vol. 12(17), pages 1-19, August.
    9. Kang, Zengxin & Zhang, Lei & Li, Kun, 2019. "An improved social force model for pedestrian dynamics in shipwrecks," Applied Mathematics and Computation, Elsevier, vol. 348(C), pages 355-362.
    10. Peiman Alipour Sarvari & Emre Cevikcan & Metin Celik & Alp Ustundag & Bilal Ervural, 2019. "A maritime safety on-board decision support system to enhance emergency evacuation on ferryboats," Maritime Policy & Management, Taylor & Francis Journals, vol. 46(4), pages 410-435, May.
    11. Chen, Chang-Kun & Li, Jian & Zhang, Dong, 2012. "Study on evacuation behaviors at a T-shaped intersection by a force-driving cellular automata model," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(7), pages 2408-2420.
    12. L. G. Chalmet & R. L. Francis & P. B. Saunders, 1982. "Network Models for Building Evacuation," Management Science, INFORMS, vol. 28(1), pages 86-105, January.
    13. Ji, Jingwei & Lu, Ligang & Jin, Zihao & Wei, Shoupeng & Ni, Lu, 2018. "A cellular automata model for high-density crowd evacuation using triangle grids," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 509(C), pages 1034-1045.
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