Delay propagation network in air transport systems based on refined nonlinear Granger causality

被引:32
作者
Jia, Ziyu [1 ,2 ,3 ]
Cai, Xiyang [1 ]
Hu, Yihan [1 ]
Ji, Junyu [1 ]
Jiao, Zehui [4 ]
机构
[1] Beijing Jiaotong Univ, Sch Comp & Informat Technol, Beijing, Peoples R China
[2] Beijing Key Lab Traff Data Anal & Min, Beijing, Peoples R China
[3] CAAC, Key Lab Intelligent Passenger Serv Civil Aviat, Beijing, Peoples R China
[4] Univ Calif San Diego, Comp Sci & Engn, La Jolla, CA 92093 USA
关键词
Granger causality; delay propagation; complex network; conditional mutual information; FEATURE-SELECTION; MUTUAL INFORMATION; MANAGEMENT; MODELS;
D O I
10.1080/21680566.2021.2024102
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
To probe deeply into the underlying mechanism of flight delay propagation, we construct the delay propagation networks among airports via refined nonlinear Granger causality, which is more fitting on nonlinear airport delay data and obtain more precise causal estimation. Specifically, the causal analysis method is used to determine the delay propagation relationship between airports. The delay propagation relationship of these airport pairs constitutes an airport delay propagation network, in which the nodes and edges of the network, respectively, represent the specific airport and the delay propagation relationship between airports. Complex network theory is then applied to analyse the global structure of delay propagation networks, indicating that small airports are inclined to cause or exacerbate delays. In addition, the airlines' delay propagation networks display that the delay propagation by large airlines spread wider while the delay propagation by small airlines spread faster. These findings can be employed to design strategies for delay propagation dampening.
引用
收藏
页码:586 / 598
页数:13
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