Demand Management of Station-Based Car Sharing System Based on Deep Learning Forecasting
Joint Authors
Zhong, Qinglun
Yu, Daben
Li, Zongping
Ai, Yi
Chen, Wei
Source
Journal of Advanced Transportation
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-02-01
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
Metropolitan development has motivated car sharing into an attractive type of car leasing with the help of information technologies.
In this paper, we propose a new approach based on deep learning techniques to assess the operation of a station-based car sharing system.
First, we analyse the pick-up and drop-off operations of the station-based car sharing system, capturing the operational features of car sharing service and the behaviours of vehicle use from a temporal perspective.
Then, we introduced an analytical system to detect the system operation concerning the spontaneous deviations derived from user demands from service provisions.
We employed Long Short-Term Memory (LSTM) structure to forecast short-term future vehicle uses.
An experimental case based on real-world data is reported to demonstrate the effectiveness of this approach.
The results prove that the proposed structure generates high-quality predictions and the operation status derived from user demands.
American Psychological Association (APA)
Yu, Daben& Li, Zongping& Zhong, Qinglun& Ai, Yi& Chen, Wei. 2020. Demand Management of Station-Based Car Sharing System Based on Deep Learning Forecasting. Journal of Advanced Transportation،Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1181027
Modern Language Association (MLA)
Yu, Daben…[et al.]. Demand Management of Station-Based Car Sharing System Based on Deep Learning Forecasting. Journal of Advanced Transportation No. 2020 (2020), pp.1-15.
https://search.emarefa.net/detail/BIM-1181027
American Medical Association (AMA)
Yu, Daben& Li, Zongping& Zhong, Qinglun& Ai, Yi& Chen, Wei. Demand Management of Station-Based Car Sharing System Based on Deep Learning Forecasting. Journal of Advanced Transportation. 2020. Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1181027
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1181027