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Regional operating patterns of world container shipping network: A perspective from motif identification

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  • Ge, Jiawei
  • fu, Qiang
  • Zhang, Qiang
  • Wan, Zheng

Abstract

The operation of liner shipping services follows some typical patterns as Hub and Spoke (H&S), End-to-End (ETE), Round-The-World (RTW), Pendulum (PDM), which reveals the operating mechanism of the world container transport. Different with analytic lens on the technical and economic elements, this paper explored the regional operational patterns of liner shipping services from the perspective of the network, aiming to provide reference for regional cooperations of liner shipping companies (LSC). The concept of motif detection is introduced in verifying the classic patterns and discover the new ones. Through the identification of motifs, the recognition of basic unit in motif study is proved to be applicable in the container shipping network. The (route) connection modes of 3 to 4 ports are discovered which could help to explain the formation of network. Findings show that complying with motifs in biological and technological network, the maritime network motifs have a strong nature of hub configuration in connecting with each other. Since motifs with 3 vertices are the basic structure of the network, we proposed two regional connecting modes as‘Branching’ and‘Circling’. In comparison with the classic modes obtained from empirical analysis, we argue that these two modes are more favored by shipping companies on a regional scale in contributing to the feeder service and local trade development.

Suggested Citation

  • Ge, Jiawei & fu, Qiang & Zhang, Qiang & Wan, Zheng, 2022. "Regional operating patterns of world container shipping network: A perspective from motif identification," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 607(C).
  • Handle: RePEc:eee:phsmap:v:607:y:2022:i:c:s0378437122007294
    DOI: 10.1016/j.physa.2022.128171
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    References listed on IDEAS

    as
    1. Ducruet, César & Itoh, Hidekazu & Berli, Justin, 2020. "Urban gravity in the global container shipping network," Journal of Transport Geography, Elsevier, vol. 85(C).
    2. Shintani, Koichi & Imai, Akio & Nishimura, Etsuko & Papadimitriou, Stratos, 2007. "The container shipping network design problem with empty container repositioning," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 43(1), pages 39-59, January.
    3. Ducruet, César, 2020. "The geography of maritime networks: A critical review," Journal of Transport Geography, Elsevier, vol. 88(C).
    4. César Ducruet & Hidekazu Itoh & Justin Berli, 2020. "Urban gravity in the global container shipping network," Post-Print halshs-02588449, HAL.
    5. Naixia Mou & Caixia Liu & Lingxian Zhang & Xin Fu & Yichun Xie & Yong Li & Peng Peng, 2018. "Spatial Pattern and Regional Relevance Analysis of the Maritime Silk Road Shipping Network," Sustainability, MDPI, vol. 10(4), pages 1-13, March.
    6. César Ducruet & Faraz Zaidi, 2012. "Maritime constellations : A complex network approach to shipping and ports," Post-Print hal-03246963, HAL.
    7. Xu, Mengqiao & Li, Zhenfu & Shi, Yanlei & Zhang, Xiaoling & Jiang, Shufei, 2015. "Evolution of regional inequality in the global shipping network," Journal of Transport Geography, Elsevier, vol. 44(C), pages 1-12.
    8. César Ducruet, 2020. "The geography of maritime networks : a critical review," Post-Print hal-03246890, HAL.
    9. Jing-Jing Pan & Michael G. H. Bell & Kam-Fung Cheung & Supun Perera & Hang Yu, 2019. "Connectivity analysis of the global shipping network by eigenvalue decomposition," Maritime Policy & Management, Taylor & Francis Journals, vol. 46(8), pages 957-966, November.
    10. César Ducruet & Faraz Zaidi, 2012. "Maritime constellations: a complex network approach to shipping and ports," Maritime Policy & Management, Taylor & Francis Journals, vol. 39(2), pages 151-168, March.
    11. Hamed Hasheminia & Changmin Jiang, 2017. "Strategic trade-off between vessel delay and schedule recovery: an empirical analysis of container liner shipping," Maritime Policy & Management, Taylor & Francis Journals, vol. 44(4), pages 458-473, May.
    12. Liehui Wang & Nanyi Zhang & Fei Ye & Yui‐yip Lau & César Ducruet, 2020. "The complex network analysis of liner shipping networks: Lessons from the merger between COSCO and CSCL," Growth and Change, Wiley Blackwell, vol. 51(4), pages 1877-1893, December.
    13. 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.
    14. Hu, Yihong & Zhu, Daoli, 2009. "Empirical analysis of the worldwide maritime transportation network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 388(10), pages 2061-2071.
    15. Nicanor García Álvarez & Belarmino Adenso-Díaz & Laura Calzada-Infante, 2021. "Maritime Traffic as a Complex Network: a Systematic Review," Networks and Spatial Economics, Springer, vol. 21(2), pages 387-417, June.
    16. César Ducruet, 2022. "Port specialization and connectivity in the global maritime network," Post-Print halshs-02986104, HAL.
    17. César Ducruet & Theo E. Notteboom, 2012. "The worldwide maritime network of container shipping: Spatial structure and regional dynamics," Post-Print halshs-00538051, HAL.
    18. Xi Jiang & Haijun Mao & Yadong Wang & Hao Zhang, 2020. "Liner Shipping Schedule Design for Near-Sea Routes Considering Big Customers’ Preferences on Ship Arrival Time," Sustainability, MDPI, vol. 12(18), pages 1-20, September.
    19. César Ducruet, 2020. "The geography of maritime networks: A critical review," Post-Print halshs-02922543, HAL.
    20. Mengqiao Xu & Qian Pan & Alessandro Muscoloni & Haoxiang Xia & Carlo Vittorio Cannistraci, 2020. "Modular gateway-ness connectivity and structural core organization in maritime network science," Nature Communications, Nature, vol. 11(1), pages 1-15, December.
    21. Rodrigue, Jean-Paul & Ashar, Asaf, 2016. "Transshipment hubs in the New Panamax Era: The role of the Caribbean," Journal of Transport Geography, Elsevier, vol. 51(C), pages 270-279.
    22. César Ducruet & Céline Rozenblat & Faraz Zaidi, 2010. "Ports in multi-level maritime networks : Evidence from the Atlantic (1996-2006)," Post-Print hal-03247133, HAL.
    23. César Ducruet & Hidekazu Itoh & Justin Berli, 2020. "Urban gravity in the global container shipping network," Post-Print hal-03246894, HAL.
    24. César Ducruet & Theo Notteboom, 2012. "The worldwide maritime network of container shipping : Spatial structure and regional dynamics," Post-Print hal-03246962, HAL.
    25. González Laxe, Fernando & Jesus Freire Seoane, Maria & Pais Montes, Carlos, 2012. "Maritime degree, centrality and vulnerability: port hierarchies and emerging areas in containerized transport (2008–2010)," Journal of Transport Geography, Elsevier, vol. 24(C), pages 33-44.
    26. Li, W. & Cai, X., 2007. "Empirical analysis of a scale-free railway network in China," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 382(2), pages 693-703.
    27. Wang, Chengjin & Wang, Jiaoe, 2011. "Spatial pattern of the global shipping network and its hub-and-spoke system," Research in Transportation Economics, Elsevier, vol. 32(1), pages 54-63.
    28. Wang, Yuhong & Cullinane, Kevin, 2016. "Determinants of port centrality in maritime container transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 95(C), pages 326-340.
    29. Bagler, Ganesh, 2008. "Analysis of the airport network of India as a complex weighted network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(12), pages 2972-2980.
    30. César Ducruet, 2022. "Port specialization and connectivity in the global maritime network," Maritime Policy & Management, Taylor & Francis Journals, vol. 49(1), pages 1-17, January.
    31. Ducruet, César & Rozenblat, Céline & Zaidi, Faraz, 2010. "Ports in multi-level maritime networks: evidence from the Atlantic (1996–2006)," Journal of Transport Geography, Elsevier, vol. 18(4), pages 508-518.
    32. Di Wu & Nuo Wang & Anqi Yu & Nuan Wu, 2019. "Vulnerability analysis of global container shipping liner network based on main channel disruption," Maritime Policy & Management, Taylor & Francis Journals, vol. 46(4), pages 394-409, May.
    33. Tocchi, Daniela & Sys, Christa & Papola, Andrea & Tinessa, Fiore & Simonelli, Fulvio & Marzano, Vittorio, 2022. "Hypergraph-based centrality metrics for maritime container service networks: A worldwide application," Journal of Transport Geography, Elsevier, vol. 98(C).
    34. César Ducruet & Faraz Zaidi, 2012. "Maritime constellations: A complex network approach to shipping and ports," Post-Print halshs-00551207, HAL.
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