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Passenger Flow Prediction of Subway Transfer Stations Based on Nonparametric Regression Model
Joint Authors
Yin, Huanhuan
Sun, Yujuan
Zhang, Guanghou
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-04-24
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
Passenger flow is increasing dramatically with accomplishment of subway network system in big cities of China.
As convergence nodes of subway lines, transfer stations need to assume more passengers due to amount transfer demand among different lines.
Then, transfer facilities have to face great pressure such as pedestrian congestion or other abnormal situations.
In order to avoid pedestrian congestion or warn the management before it occurs, it is very necessary to predict the transfer passenger flow to forecast pedestrian congestions.
Thus, based on nonparametric regression theory, a transfer passenger flow prediction model was proposed.
In order to test and illustrate the prediction model, data of transfer passenger flow for one month in XIDAN transfer station were used to calibrate and validate the model.
By comparing with Kalman filter model and support vector machine regression model, the results show that the nonparametric regression model has the advantages of high accuracy and strong transplant ability and could predict transfer passenger flow accurately for different intervals.
American Psychological Association (APA)
Sun, Yujuan& Zhang, Guanghou& Yin, Huanhuan. 2014. Passenger Flow Prediction of Subway Transfer Stations Based on Nonparametric Regression Model. Discrete Dynamics in Nature and Society،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-468911
Modern Language Association (MLA)
Sun, Yujuan…[et al.]. Passenger Flow Prediction of Subway Transfer Stations Based on Nonparametric Regression Model. Discrete Dynamics in Nature and Society No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-468911
American Medical Association (AMA)
Sun, Yujuan& Zhang, Guanghou& Yin, Huanhuan. Passenger Flow Prediction of Subway Transfer Stations Based on Nonparametric Regression Model. Discrete Dynamics in Nature and Society. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-468911
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-468911