![](/images/graphics-bg.png)
Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction
Joint Authors
Weng, Jiancheng
Liang, Quan
Zhou, Wei
Santamaria, Selene Baez
Ma, Jianming
Rong, Jian
Source
Journal of Advanced Transportation
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-05-16
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
This paper presents a novel method for mining the individual travel behavior regularity of different public transport passengers through constructing travel behavior graph based model.
The individual travel behavior graph is developed to represent spatial positions, time distributions, and travel routes and further forecasts the public transport passenger’s behavior choice.
The proposed travel behavior graph is composed of macronodes, arcs, and transfer probability.
Each macronode corresponds to a travel association map and represents a travel behavior.
A travel association map also contains its own nodes.
The nodes of a travel association map are created when the processed travel chain data shows significant change.
Thus, each node of three layers represents a significant change of spatial travel positions, travel time, and routes, respectively.
Since a travel association map represents a travel behavior, the graph can be considered a sequence of travel behaviors.
Through integrating travel association map and calculating the probabilities of the arcs, it is possible to construct a unique travel behavior graph for each passenger.
The data used in this study are multimode data matched by certain rules based on the data of public transport smart card transactions and network features.
The case study results show that graph based method to model the individual travel behavior of public transport passengers is effective and feasible.
Travel behavior graphs support customized public transport travel characteristics analysis and demand prediction.
American Psychological Association (APA)
Liang, Quan& Weng, Jiancheng& Zhou, Wei& Santamaria, Selene Baez& Ma, Jianming& Rong, Jian. 2018. Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction. Journal of Advanced Transportation،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1181197
Modern Language Association (MLA)
Liang, Quan…[et al.]. Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction. Journal of Advanced Transportation No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1181197
American Medical Association (AMA)
Liang, Quan& Weng, Jiancheng& Zhou, Wei& Santamaria, Selene Baez& Ma, Jianming& Rong, Jian. Individual Travel Behavior Modeling of Public Transport Passenger Based on Graph Construction. Journal of Advanced Transportation. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1181197
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1181197