Chapter
Aug 12, 2020
Congested Situation Identification of Urban Rail Transit Carriage Based on Deep Learning
Authors: Bo Wang [email protected], Guixin Yang [email protected], Jinyao Zhou [email protected], Mao Ye [email protected], and Hui Cheng [email protected]Author Affiliations
Publication: CICTP 2020
ABSTRACT
There is congestion in urban rail transit carriage, which directly exerts an effect on the comfort of passengers and operational efficiency of urban transportation networks. Based on different physical and psychological requirements of passengers and the calculations on passengers’ rate of mixture in urban rail transit carriage, with the investigation results of passengers’ choice behavior of standing position, age, gender, and other indicators, density of standing passenger’s evaluation criteria is established based on calculation of passengers mixed degree. To accurately identify the number of passengers, gender, and age in the key points and regions of carriage, the paper selects the method of regional probability estimation and deep learning. According to the output model, it can be judged whether or not the carriage is congested. The method can rapidly identify the congestion of carriage situation and determine whether the type of carriage congestion belongs to frequent or disequilibrium congestion.
Get full access to this article
View all available purchase options and get full access to this chapter.
Information & Authors
Information
Published In
Copyright
© 2020 American Society of Civil Engineers.
History
Published online: Aug 12, 2020
Permissions
Request permissions for this article.
Authors
Affiliations
1Transportation Engineering, Nanjing Univ. of Science and Technology, P.O. Box 210094, Nanjing, China. Email: [email protected]
2Transport Authority of Transport Dept. of Jiangsu Province, P.O. Box 210001, Nanjing, China. Email: [email protected]
3Control Science and Engineering, North China Univ. of Technology, P.O. Box 100093, Beijing, China. Email: [email protected]
4Nanjing Univ. of Science and Technology, P.O. Box 210094, Nanjing, China. Email: [email protected]
5Transportation Engineering, Nanjing Univ. of Science and Technology, P.O. Box 210094, Nanjing, China. Email: [email protected]
Metrics & Citations
Metrics
Citations
Download citation
If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.
View Options
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Get Access
Access content
Please select your options to get access
Log in/Register
Log in via your institution (Shibboleth)
ASCE Members:
Please log in to see member pricing
Purchase
Save for later Item saved, go to cart Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.