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

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,...

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Main Authors: Baofeng Sun, Jiaojiao Liu, Junyi Hao, Xiuxiu Shen, Xinhua Mao, Xianmin Song
Format: Article
Language:English
Published: MDPI AG 2020-11-01
Series:Sustainability
Subjects:
Online Access:https://www.mdpi.com/2071-1050/12/22/9734
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spelling doaj-415f7188dc614b6aabe2c08f95745a632020-11-25T04:01:04ZengMDPI AGSustainability2071-10502020-11-01129734973410.3390/su12229734Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide PerspectiveBaofeng Sun0Jiaojiao Liu1Junyi Hao2Xiuxiu Shen3Xinhua Mao4Xianmin Song5College of Transportation, Jilin University, Changchun 130022, ChinaCollege of Transportation, Jilin University, Changchun 130022, ChinaManagement College, Jilin University, Changchun 130025, ChinaXi’an Jingdong Xuncheng Logistics Co., Ltd., Xi’an 710028, ChinaSchool of Economics and Management, Chang’an University, Xi’an 710064, ChinaCollege of Transportation, Jilin University, Changchun 130022, ChinaThe 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.https://www.mdpi.com/2071-1050/12/22/9734urban rail transitregionalized network-wide maintenanceintegrated network design modelMonte-Carlo simulationscenario analysis
collection DOAJ
language English
format Article
sources DOAJ
author Baofeng Sun
Jiaojiao Liu
Junyi Hao
Xiuxiu Shen
Xinhua Mao
Xianmin Song
spellingShingle Baofeng Sun
Jiaojiao Liu
Junyi Hao
Xiuxiu Shen
Xinhua Mao
Xianmin Song
Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide Perspective
Sustainability
urban rail transit
regionalized network-wide maintenance
integrated network design model
Monte-Carlo simulation
scenario analysis
author_facet Baofeng Sun
Jiaojiao Liu
Junyi Hao
Xiuxiu Shen
Xinhua Mao
Xianmin Song
author_sort Baofeng Sun
title Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide Perspective
title_short Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide Perspective
title_full Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide Perspective
title_fullStr Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide Perspective
title_full_unstemmed Maintenance Decision-Making of an Urban Rail Transit System in a Regionalized Network-Wide Perspective
title_sort maintenance decision-making of an urban rail transit system in a regionalized network-wide perspective
publisher MDPI AG
series Sustainability
issn 2071-1050
publishDate 2020-11-01
description 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.
topic urban rail transit
regionalized network-wide maintenance
integrated network design model
Monte-Carlo simulation
scenario analysis
url https://www.mdpi.com/2071-1050/12/22/9734
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