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Analyzing the nature of a transportation problem before and during COVID-19 pandemic in multi-fuzzy environment

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  • Raj Kumar Bera

    (Vidyasagar University)

  • Shyamal Kumar Mondal

    (Vidyasagar University)

Abstract

In the twenty-first century, an unprecedented shock to both the public and freight transportation is the outbreak of the COVID-19 (coronavirus disease of 2019) pandemic. All the affected countries have decided on a complete lockdown to reduce the transmission of coronavirus. After that time, all those affected countries have started the transportation system following some rules and regulations. In this paper, we have studied a transportation model considering the covid issues. That problem has been comparatively analyzed with a classical transportation problem. Here, two conflicting objective functions namely transportation and sanitization costs are considered and both are minimized simultaneously. To identify the intensification of coronavirus at different locations of sources or destinations, a function namely ‘COVID-19 intensity’ has been introduced. On the basis of this function value, the sanitization cost has been determined at different locations. Due to uncertainty in covid parameters which are collected from different health organizations, the model has been constructed in a triangular multi-fuzzy environment. Also, to obtain an equivalent deterministic form of the uncertain model in multi-fuzzy environment, an existing approach namely the weighted averaging based on levels method has been extended using Maclaurin series expansion. Finally, some examples are considered to study the feasibility of the proposed models.

Suggested Citation

  • Raj Kumar Bera & Shyamal Kumar Mondal, 2023. "Analyzing the nature of a transportation problem before and during COVID-19 pandemic in multi-fuzzy environment," OPSEARCH, Springer;Operational Research Society of India, vol. 60(4), pages 1659-1702, December.
  • Handle: RePEc:spr:opsear:v:60:y:2023:i:4:d:10.1007_s12597-023-00668-7
    DOI: 10.1007/s12597-023-00668-7
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    References listed on IDEAS

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    1. Konstantinos Gkiotsalitis & Oded Cats, 2021. "Public transport planning adaption under the COVID-19 pandemic crisis: literature review of research needs and directions," Transport Reviews, Taylor & Francis Journals, vol. 41(3), pages 374-392, May.
    2. Artur I. Petrov & Daria A. Petrova, 2020. "Sustainability of Transport System of Large Russian City in the Period of COVID-19: Methods and Results of Assessment," Sustainability, MDPI, vol. 12(18), pages 1-17, September.
    3. Lin, Cheng-Chang & Lee, Shwu-Chiou, 2018. "Hub network design problem with profit optimization for time-definite LTL freight transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 114(C), pages 104-120.
    4. P. Senthil Kumar & R. Jahir Hussain, 2016. "Computationally simple approach for solving fully intuitionistic fuzzy real life transportation problems," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 7(1), pages 90-101, December.
    5. P. Senthil Kumar, 2018. "Linear Programming Approach for Solving Balanced and Unbalanced Intuitionistic Fuzzy Transportation Problems," International Journal of Operations Research and Information Systems (IJORIS), IGI Global, vol. 9(2), pages 73-100, April.
    6. P. Senthil Kumar, 2020. "Intuitionistic fuzzy zero point method for solving type-2 intuitionistic fuzzy transportation problem," International Journal of Operational Research, Inderscience Enterprises Ltd, vol. 37(3), pages 418-451.
    7. Michał Wielechowski & Katarzyna Czech & Łukasz Grzęda, 2020. "Decline in Mobility: Public Transport in Poland in the time of the COVID-19 Pandemic," Economies, MDPI, vol. 8(4), pages 1-24, September.
    8. P.Senthil Kumar, 2018. "PSK Method for Solving Intuitionistic Fuzzy Solid Transportation Problems," International Journal of Fuzzy System Applications (IJFSA), IGI Global, vol. 7(4), pages 62-99, October.
    9. P. Senthil Kumar, 2018. "A Simple and Efficient Algorithm for Solving Type-1 Intuitionistic Fuzzy Solid Transportation Problems," International Journal of Operations Research and Information Systems (IJORIS), IGI Global, vol. 9(3), pages 90-122, July.
    10. P. Senthil Kumar, 2019. "PSK Method for Solving Mixed and Type-4 Intuitionistic Fuzzy Solid Transportation Problems," International Journal of Operations Research and Information Systems (IJORIS), IGI Global, vol. 10(2), pages 20-53, April.
    11. P. Senthil Kumar, 2020. "Algorithms for solving the optimization problems using fuzzy and intuitionistic fuzzy set," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 11(1), pages 189-222, February.
    12. Ivanov, Dmitry, 2020. "Predicting the impacts of epidemic outbreaks on global supply chains: A simulation-based analysis on the coronavirus outbreak (COVID-19/SARS-CoV-2) case," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 136(C).
    13. Raj Kumar Bera & Shyamal Kumar Mondal, 2022. "A multi-objective transportation problem with cost dependent credit period policy under Gaussian fuzzy environment," Operational Research, Springer, vol. 22(4), pages 3147-3182, September.
    14. Solomon Hsiang & Daniel Allen & Sébastien Annan-Phan & Kendon Bell & Ian Bolliger & Trinetta Chong & Hannah Druckenmiller & Luna Yue Huang & Andrew Hultgren & Emma Krasovich & Peiley Lau & Jaecheol Le, 2020. "The effect of large-scale anti-contagion policies on the COVID-19 pandemic," Nature, Nature, vol. 584(7820), pages 262-267, August.
    15. P. Senthil Kumar, 2016. "PSK Method for Solving Type-1 and Type-3 Fuzzy Transportation Problems," International Journal of Fuzzy System Applications (IJFSA), IGI Global, vol. 5(4), pages 121-146, October.
    16. E. El-Ghamry & M. El-Damsece & M. Shokry, 2020. "Reliability analysis of different systems using triangular multi-fuzzy sets estimated by statistical data," International Journal of Mathematics in Operational Research, Inderscience Enterprises Ltd, vol. 16(4), pages 499-514.
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