A network-based approach to improving robustness of a high-speed train by structure adjustment

被引:6
|
作者
Hao, Yucheng [1 ,2 ]
Jia, Limin [1 ,2 ,3 ]
Zio, Enrico [4 ,5 ]
Wang, Yanhui [1 ,2 ,3 ]
He, Zhichao [1 ,2 ,3 ]
机构
[1] Beijing Jiaotong Univ No, State Key Lab Adv Rail Autonomous Operat, 3 Shangyuancun, Beijing 100044, Peoples R China
[2] Beijing Jiaotong Univ, Sch Traff & Transportat, 3 Shangyuancun, Beijing 100044, Peoples R China
[3] Beijing Jiaotong Univ, Beijing Res Ctr Urban Traff Informat Sensing & Ser, 3 Shangyuancun, Beijing 100044, Peoples R China
[4] PSL Univ, Mines Paris, CRC, Sophia Antipolis, France
[5] Politecn Milan, Energy Dept, Milan, Italy
关键词
High-speed train; Robustness; Topology structure; Network theory; Interdependent network; Optimization; Tabu search; BINARY DIFFERENTIAL EVOLUTION; CASCADING FAILURES; VULNERABILITY ANALYSIS; SYSTEMS; OPTIMIZATION; RESILIENCE; ALLOCATION; FRAMEWORK;
D O I
10.1016/j.ress.2023.109857
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
To enhance the ability of a high-speed train (HST) to provide services under various adverse conditions, this paper studies robustness improvement of the HST by adjusting its structure. We model the HST as an interdependent machine-electricity-communication network (IMECN) composed of a machine network (MN), an electricity network (EN) and a communication network (CN), and propose a robustness metric of the IMECN subject to node failures considering failure propagation. Then, a robustness optimization model is constructed for structure adjustment. A Tabu search algorithm with directed and undirected edge exchange operators is designed to solve this problem. A case study on a practical HST is used to verify the feasibility and effectiveness of the proposed method. The results show that robustness of the IMECN is significantly improved by structure adjustment. Furthermore, most nodes have little effect on robustness, and impact of failures on any node is minimized after optimization. In addition, in terms of topology, nodes with low and high degrees in the MN and CN reconnect with those with a similar degree, their clustering coefficients become larger, and closeness of all nodes in the subnetworks increases. Finally, adjusting the structures leads to a slight difference of loads in the EN and CN.
引用
收藏
页数:12
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