Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track Faults

To solve the problem of track failure in railway system, integrative design of an emergency resource forecasting-scheduling-repairing method is proposed in this paper. In the current railway repair process, resource dispatching centers dispatch transport resources to the fault point for the repair w...

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Main Authors: Dongmei Yuan, Zhigang Lu, Jiangfeng Zhang, Xueping Li, Boyan Jia, Tianxiang Ma
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/8882224/
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author Dongmei Yuan
Zhigang Lu
Jiangfeng Zhang
Xueping Li
Boyan Jia
Tianxiang Ma
author_facet Dongmei Yuan
Zhigang Lu
Jiangfeng Zhang
Xueping Li
Boyan Jia
Tianxiang Ma
author_sort Dongmei Yuan
collection DOAJ
description To solve the problem of track failure in railway system, integrative design of an emergency resource forecasting-scheduling-repairing method is proposed in this paper. In the current railway repair process, resource dispatching centers dispatch transport resources to the fault point for the repair work. In order to optimize this process, a hybrid prediction method consisting of radial basis function neuron network (RBFNN) and expert prediction method to rationally predict repair resources is proposed. In order to optimize the resource transportation path and reduce the transportation cost, a bi-objective resource scheduling method is presented in this paper. A fuzzy evaluation method combining with the prospect theory to optimally select the repairing for the repair work is formulated. Finally, experiment studies are carried out and the results illustrate the effectiveness of the proposed method.
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spelling doaj.art-3b49e38e440641c199fcf1792ea27b082022-12-21T22:50:34ZengIEEEIEEE Access2169-35362019-01-01715568615570010.1109/ACCESS.2019.29492898882224Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track FaultsDongmei Yuan0Zhigang Lu1https://orcid.org/0000-0003-2777-2193Jiangfeng Zhang2Xueping Li3https://orcid.org/0000-0003-3047-367XBoyan Jia4Tianxiang Ma5Institute of Electrical Engineering, Yanshan University, Qinhuangdao, ChinaInstitute of Electrical Engineering, Yanshan University, Qinhuangdao, ChinaDepartment of Automotive Engineering, Clemson University, Greenville, SC, USAInstitute of Electrical Engineering, Yanshan University, Qinhuangdao, ChinaState Grid Hebei Electric Power Research Institute, Shijiazhuang, ChinaState Grid Hebei Electric Power Research Institute, Shijiazhuang, ChinaTo solve the problem of track failure in railway system, integrative design of an emergency resource forecasting-scheduling-repairing method is proposed in this paper. In the current railway repair process, resource dispatching centers dispatch transport resources to the fault point for the repair work. In order to optimize this process, a hybrid prediction method consisting of radial basis function neuron network (RBFNN) and expert prediction method to rationally predict repair resources is proposed. In order to optimize the resource transportation path and reduce the transportation cost, a bi-objective resource scheduling method is presented in this paper. A fuzzy evaluation method combining with the prospect theory to optimally select the repairing for the repair work is formulated. Finally, experiment studies are carried out and the results illustrate the effectiveness of the proposed method.https://ieeexplore.ieee.org/document/8882224/Railway system failureresource schedulingemergency repairhybrid predictionfuzzy evaluation
spellingShingle Dongmei Yuan
Zhigang Lu
Jiangfeng Zhang
Xueping Li
Boyan Jia
Tianxiang Ma
Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track Faults
IEEE Access
Railway system failure
resource scheduling
emergency repair
hybrid prediction
fuzzy evaluation
title Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track Faults
title_full Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track Faults
title_fullStr Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track Faults
title_full_unstemmed Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track Faults
title_short Integrative Design of an Emergency Resource Predicting-Scheduling-Repairing Method for Rail Track Faults
title_sort integrative design of an emergency resource predicting scheduling repairing method for rail track faults
topic Railway system failure
resource scheduling
emergency repair
hybrid prediction
fuzzy evaluation
url https://ieeexplore.ieee.org/document/8882224/
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AT zhiganglu integrativedesignofanemergencyresourcepredictingschedulingrepairingmethodforrailtrackfaults
AT jiangfengzhang integrativedesignofanemergencyresourcepredictingschedulingrepairingmethodforrailtrackfaults
AT xuepingli integrativedesignofanemergencyresourcepredictingschedulingrepairingmethodforrailtrackfaults
AT boyanjia integrativedesignofanemergencyresourcepredictingschedulingrepairingmethodforrailtrackfaults
AT tianxiangma integrativedesignofanemergencyresourcepredictingschedulingrepairingmethodforrailtrackfaults