Modeling Structural Changes in Intra-Asian Maritime Container Shipping Networks Considering Their Characteristics

被引:0
|
作者
Shibuya, Keigo [1 ]
Shibasaki, Ryuichi [1 ]
机构
[1] Univ Tokyo, Sch Engn, Tokyo 1138656, Japan
关键词
maritime container shipping; link prediction; network analysis; intra-Asian network; weighted network with vessel capacity; gravity model; CENTRALITY; CHOICE;
D O I
10.3390/su151310055
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In East Asia, where several large hub ports exist, maritime container shipping (MCS) has developed rapidly, and the MCS network has become more complex. This study develops a link prediction model that reproduces the changes in the structure of the intra-Asian oceangoing MCS network using graph theory. To improve the prediction accuracy, we propose a method that reflects the generation of a link considering the node and link characteristics of the MCS network, including the port performance and shipping distance between ports. Consequently, we conclude: (1) The intra-Asian oceangoing MCS network has expanded from 2011 to 2021 as the trading partners and trade volume have increased. (2) The usefulness of the proposed model is confirmed. In particular, the proposed model is good at predicting the new links between ports with short distances. (3) The prediction accuracy of link disappearance remains to be improved.
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页数:22
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