Passenger Demand-Oriented High-Speed Train Stop Planning with Service-Node Features Analysis
Joint Authors
Zhang, Guangyuan
Peng, Qiyuan
Liu, Fanxiao
Lu, Gongyuan
Source
Journal of Advanced Transportation
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-11-04
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
As a critical foundation for train traffic management, a train stop plan is associated with several other plans in high-speed railway train operation strategies.
The current approach to train stop planning in China is based primarily on passenger demand volume information and the preset high-speed railway station level.
With the goal of efficiently optimising the stop plan, this study proposes a novel method that uses machine learning techniques without a predetermined hypothesis and a complex solution algorithm.
Clustering techniques are applied to assess the features of the service nodes (e.g., the station level).
A modified Markov decision process (MDP) is conducted to express the entire stop plan optimisation process considering several constraints (service frequency at stations and number of train stops).
A restrained MDP-based stop plan model is formulated, and a numerical experiment is conducted to demonstrate the performance of the proposed approach with real-world train operation data collected from the Beijing-Shanghai high-speed railway.
American Psychological Association (APA)
Liu, Fanxiao& Peng, Qiyuan& Lu, Gongyuan& Zhang, Guangyuan. 2020. Passenger Demand-Oriented High-Speed Train Stop Planning with Service-Node Features Analysis. Journal of Advanced Transportation،Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1181051
Modern Language Association (MLA)
Liu, Fanxiao…[et al.]. Passenger Demand-Oriented High-Speed Train Stop Planning with Service-Node Features Analysis. Journal of Advanced Transportation No. 2020 (2020), pp.1-13.
https://search.emarefa.net/detail/BIM-1181051
American Medical Association (AMA)
Liu, Fanxiao& Peng, Qiyuan& Lu, Gongyuan& Zhang, Guangyuan. Passenger Demand-Oriented High-Speed Train Stop Planning with Service-Node Features Analysis. Journal of Advanced Transportation. 2020. Vol. 2020, no. 2020, pp.1-13.
https://search.emarefa.net/detail/BIM-1181051
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1181051