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Integrated aviation model and metaheuristic algorithm for hub-and-spoke network design and airline fleet planning

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  • Wu, Jiang
  • Zhang, Pei-wen
  • Wang, Yu
  • Shi, Jim (Junmin)

Abstract

Most extant studies on aviation’s hub-and-spoke network focus on the optimization problems from the perspective of economies of scale thanks to the inherent inter-hub connections, whereas the economies of scale on each route is contingent on the associated allocation of different types of aircraft. In this paper, we devise an integrated model of hub-and-spoke network design and fleet planning with the constraints of the passenger flow demand as well as the adaptation of different types of aircraft for each route, with the objective to minimize the total system cost (i.e., the sum of the hub setting cost and aircraft’s related cost). To tackle the complexity of the integrated model, we develop a heuristic solution algorithm based on a Genetic Algorithm framework and an improved Floyd–Warshall algorithm to solve the value of the fitness function. The proposed model and the developed algorithms are tested with the US flight network (i.e., the CAB dataset) and China’s aviation network. The sensitivity analysis reveals that the demand window is one of the critical factors that affect hub-and-spoke network design and fleet planning, while the utilization rate of specified aircraft fleet determines the fleet configuration, which poses relatively less impact on hub-and-spoke network design.

Suggested Citation

  • Wu, Jiang & Zhang, Pei-wen & Wang, Yu & Shi, Jim (Junmin), 2022. "Integrated aviation model and metaheuristic algorithm for hub-and-spoke network design and airline fleet planning," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 164(C).
  • Handle: RePEc:eee:transe:v:164:y:2022:i:c:s1366554522001466
    DOI: 10.1016/j.tre.2022.102755
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    References listed on IDEAS

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    1. Real, Luiza Bernardes & Contreras, Ivan & Cordeau, Jean-François & de Camargo, Ricardo Saraiva & de Miranda, Gilberto, 2021. "Multimodal hub network design with flexible routes," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 146(C).
    2. Long Gao & Jim (Junmin) Shi & Michael F. Gorman & Ting Luo, 2020. "Business Analytics for Intermodal Capacity Management," Manufacturing & Service Operations Management, INFORMS, vol. 22(2), pages 310-329, March.
    3. Tu, Ningwen & Li, Zhi-Chun & Fu, Xiaowen & Lei, Zheng, 2020. "Airline network competition in inter-continental market," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 143(C).
    4. Serper, Elif Zeynep & Alumur, Sibel A., 2016. "The design of capacitated intermodal hub networks with different vehicle types," Transportation Research Part B: Methodological, Elsevier, vol. 86(C), pages 51-65.
    5. Ebery, Jamie & Krishnamoorthy, Mohan & Ernst, Andreas & Boland, Natashia, 2000. "The capacitated multiple allocation hub location problem: Formulations and algorithms," European Journal of Operational Research, Elsevier, vol. 120(3), pages 614-631, February.
    6. Zhang, Canrong & Xie, Fanrui & Huang, Kun & Wu, Tao & Liang, Zhe, 2017. "MIP models and a hybrid method for the capacitated air-cargo network planning and scheduling problems," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 103(C), pages 158-173.
    7. Hu, Lu & Zhu, Juan Xiu & Wang, Yuan & Lee, Loo Hay, 2018. "Joint design of fleet size, hub locations, and hub capacities for third-party logistics networks with road congestion constraints," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 118(C), pages 568-588.
    8. Alf Kimms, 2006. "Economies of Scale in Hub & Spoke Network Design Models: We Have It All Wrong," Springer Books, in: Martin Morlock & Christoph Schwindt & Norbert Trautmann & Jürgen Zimmermann (ed.), Perspectives on Operations Research, pages 293-317, Springer.
    9. Campbell, James F., 1994. "Integer programming formulations of discrete hub location problems," European Journal of Operational Research, Elsevier, vol. 72(2), pages 387-405, January.
    10. Wei, Wenbin & Hansen, Mark, 2005. "Impact of aircraft size and seat availability on airlines' demand and market share in duopoly markets," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 41(4), pages 315-327, July.
    11. Ricardo Saraiva de Camargo & Gilberto de Miranda & Henrique Pacca L. Luna, 2009. "Benders Decomposition for Hub Location Problems with Economies of Scale," Transportation Science, INFORMS, vol. 43(1), pages 86-97, February.
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    1. Jian-Jun Wang & Zongli Dai & Wenxuan Zhang & Jim Junmin Shi, 2023. "Operating room scheduling for non-operating room anesthesia with emergency uncertainty," Annals of Operations Research, Springer, vol. 321(1), pages 565-588, February.
    2. Ming Liu & Yueyu Ding & Lihua Sun & Runchun Zhang & Yue Dong & Zihan Zhao & Yiting Wang & Chaoran Liu, 2023. "Green Airline-Fleet Assignment with Uncertain Passenger Demand and Fuel Price," Sustainability, MDPI, vol. 15(2), pages 1-22, January.

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