Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide Perspective

被引:5
|
作者
Sun, Baofeng [1 ]
Liu, Jiaojiao [1 ]
Hao, Junyi [2 ]
Shen, Xiuxiu [3 ]
Mao, Xinhua [4 ,5 ]
Song, Xianmin [1 ]
机构
[1] Jilin Univ, Coll Transportat, Changchun 130022, Peoples R China
[2] Jilin Univ, Management Coll, Changchun 130025, Peoples R China
[3] Xian Jingdong Xuncheng Logist Co Ltd, Xian 710028, Peoples R China
[4] Changan Univ, Sch Econ & Management, Xian 710064, Peoples R China
[5] Univ Waterloo, Dept Civil & Environm Engn, Waterloo, ON N2L 3G1, Canada
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
urban rail transit; regionalized network-wide maintenance; integrated network design model; Monte-Carlo simulation; scenario analysis; P-MEDIAN PROBLEM; FACILITY LOCATION; GENETIC ALGORITHM; OPTIMIZATION; MODELS;
D O I
10.3390/su12229734
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The networked operation of Urban Rail Transit (URT) brings the new challenge of network-wide maintenance. This research focuses on the URT Network-Wide Maintenance Decision-Making Problem (URT-NMDP), including regionalized maintenance network design and maintenance resource allocation. In this work, we proposed a bi-objective integer programming model that integrates the characteristics of set coverage and P-median models, resulting in the regionalized maintenance network design model. Some critical factors are considered in the model, such as the importance of node, the maximum failure response time, and maintenance guarantee rules. We designed a NSGA-II based algorithm to solve the model. Moreover, due to the uncertainty of failures in the URT network, we developed the method of allocating maintenance resources based on Monte Carlo simulation to strengthen the reliability of the regionalized maintenance network. With the model and algorithm presented in this work, we obtained Pareto optimal solutions of URT-NMDP, i.e., URT network-wide maintenance planning schemes, which include the number and location of maintenance points, the allocation of demand points, and the amount of maintenance units. Finally, a real-world case is studied to evaluate the operating performance of these schemes for verifying the method in our paper. The results of the case study demonstrate that the reasonable and tested-in-practice maximum failure response time is the precondition for the efficient URT maintenance network. The maintenance scheme considered the weighted importance of node shows the optimal performance, with the shortest overall maintenance path and the minimum average failure response time and investment cost on maintenance resources.
引用
收藏
页码:1 / 21
页数:21
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