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Analysis of the air cargo transport network using a complex network theory perspective

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  • Bombelli, Alessandro
  • Santos, Bruno F.
  • Tavasszy, Lóránt

Abstract

In this paper, we present a complex network analysis of the air transport network using the air cargo, instead of the passenger, perspective. To the best of our knowledge, this is the first work where a global cargo network comprising passenger airlines, full-cargo airlines, and integrators’ capacity was studied. We used estimated yearly cargo capacity between airport pairs as input to the model. After assessing network characteristics of the sub-networks representing different carrier types, the full network was obtained as a super-imposition of the individual sub-networks. The resulting network has both small-world and scale-free characteristics. Its topological properties resulted in a higher flow imbalance and concentration with respect to its passenger counterpart, with a smaller characteristic path length and diameter. This result is consistent with the larger catchment area of cargo airports, which heavily rely on road feeder services for the ground leg. Finally, we showed how different attack strategies result in hubs of hub-and-spoke systems or airports behaving as bridges between communities being attacked first. We believe this work to be of relevance both for academics and for practitioners in an era where, due to the soaring of e-commerce and next day delivery, new players are entering the air cargo business and competition is constantly increasing.

Suggested Citation

  • Bombelli, Alessandro & Santos, Bruno F. & Tavasszy, Lóránt, 2020. "Analysis of the air cargo transport network using a complex network theory perspective," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 138(C).
  • Handle: RePEc:eee:transe:v:138:y:2020:i:c:s1366554520306104
    DOI: 10.1016/j.tre.2020.101959
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    as
    1. Paleari, Stefano & Redondi, Renato & Malighetti, Paolo, 2010. "A comparative study of airport connectivity in China, Europe and US: Which network provides the best service to passengers?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 46(2), pages 198-210, March.
    2. César Ducruet & Sung-Woo Lee & Adolf K.Y. Ng, 2010. "Centrality and vulnerability in liner shipping networks: revisiting the Northeast Asian port hierarchy," Maritime Policy & Management, Taylor & Francis Journals, vol. 37(1), pages 17-36, January.
    3. César Ducruet & Theo Notteboom, 2012. "The worldwide maritime network of container shipping : Spatial structure and regional dynamics," Post-Print hal-03246962, HAL.
    4. Guillaume Burghouwt & Renato Redondi, 2013. "Connectivity in Air Transport Networks: An Assessment of Models and Applications," Journal of Transport Economics and Policy, University of Bath, vol. 47(1), pages 35-53, January.
    5. Anna D. Broido & Aaron Clauset, 2019. "Scale-free networks are rare," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    6. Latora, Vito & Marchiori, Massimo, 2002. "Is the Boston subway a small-world network?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 314(1), pages 109-113.
    7. A. Barrat & M. Weigt, 2000. "On the properties of small-world network models," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 13(3), pages 547-560, February.
    8. Bowen, John T., 2012. "A spatial analysis of FedEx and UPS: hubs, spokes, and network structure," Journal of Transport Geography, Elsevier, vol. 24(C), pages 419-431.
    9. Boonekamp, Thijs & Burghouwt, Guillaume, 2017. "Measuring connectivity in the air freight industry," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 81-94.
    10. César Ducruet & Sung-Woo Lee & Adolf Ng, 2010. "Centrality and vulnerability in liner shipping networks : revisiting the Northeast Asian port hierarchy," Post-Print hal-03246966, HAL.
    11. Steven H. Strogatz, 2001. "Exploring complex networks," Nature, Nature, vol. 410(6825), pages 268-276, March.
    12. Du, Wen-Bo & Zhou, Xing-Lian & Lordan, Oriol & Wang, Zhen & Zhao, Chen & Zhu, Yan-Bo, 2016. "Analysis of the Chinese Airline Network as multi-layer networks," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 89(C), pages 108-116.
    13. Malighetti, Paolo & Paleari, Stefano & Redondi, Renato, 2008. "Connectivity of the European airport network: “Self-help hubbing†and business implications," Journal of Air Transport Management, Elsevier, vol. 14(2), pages 53-65.
    14. Wang, Jiaoe & Mo, Huihui & Wang, Fahui & Jin, Fengjun, 2011. "Exploring the network structure and nodal centrality of China’s air transport network: A complex network approach," Journal of Transport Geography, Elsevier, vol. 19(4), pages 712-721.
    15. Malighetti, Paolo & Martini, Gianmaria & Redondi, Renato & Scotti, Davide, 2019. "Air transport networks of global integrators in the more liberalized Asian air cargo industry," Transport Policy, Elsevier, vol. 80(C), pages 12-23.
    16. Lakew, Paulos Ashebir, 2014. "Economies of traffic density and scale in the integrated air cargo industry: The cost structures of FedEx Express and UPS Airlines," Journal of Air Transport Management, Elsevier, vol. 35(C), pages 29-38.
    17. César Ducruet & Theo E. Notteboom, 2012. "The worldwide maritime network of container shipping: Spatial structure and regional dynamics," Post-Print halshs-00538051, HAL.
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