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Passenger Travel Regularity Analysis Based on a Large Scale Smart Card Data
Joint Authors
Ouyang, Qi
Lv, Yongbo
Ren, Yuan
Li, Jing
Ma, Jihui
Source
Journal of Advanced Transportation
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-09-24
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Analysis of passenger travel habits is always an important item in traffic field.
However, passenger travel patterns can only be watched through a period time, and a lot of people travel by public transportation in big cities like Beijing daily, which leads to large-scale data and difficult operation.
Using SPARK platform, this paper proposes a trip reconstruction algorithm and adopts the density-based spatial clustering of application with noise (DBSCAN) algorithm to mine the travel patterns of each Smart Card (SC) user in Beijing.
For the phenomenon that passengers swipe cards before arriving to avoid the crowd caused by the people of the same destination, the algorithm based on passenger travel frequent items is adopted to guarantee the accuracy of spatial regular patterns.
At last, this paper puts forward a model based on density and node importance to gather bus stations.
The transportation connection between areas formed by these bus stations can be seen with the help of SC data.
We hope that this research will contribute to further studies.
American Psychological Association (APA)
Ouyang, Qi& Lv, Yongbo& Ren, Yuan& Ma, Jihui& Li, Jing. 2018. Passenger Travel Regularity Analysis Based on a Large Scale Smart Card Data. Journal of Advanced Transportation،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1181869
Modern Language Association (MLA)
Ouyang, Qi…[et al.]. Passenger Travel Regularity Analysis Based on a Large Scale Smart Card Data. Journal of Advanced Transportation No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1181869
American Medical Association (AMA)
Ouyang, Qi& Lv, Yongbo& Ren, Yuan& Ma, Jihui& Li, Jing. Passenger Travel Regularity Analysis Based on a Large Scale Smart Card Data. Journal of Advanced Transportation. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1181869
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1181869