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DeepCF: A Deep Feature Learning-Based Car-Following Model Using Online Ride-Hailing Trajectory Data
Joint Authors
Ni, Qichao
Tolba, Amr
Xie, Yizhen
Alfarraj, Osama
Gao, Haoran
Shen, Guojiang
Kong, Xiangjie
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-12-07
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Information Technology and Computer Science
Abstract EN
The car-following model describes the microscopic behavior of the vehicle.
However, the existing car-following models set the drivers’ reaction time to a fixed value without considering its dynamics.
In order to improve the accuracy of car-following model, this paper proposes Deep Feature Learning-based Car-Following Model (DeepCF), a car-following model based on fatigue driving and Generative Adversarial Networks (GAN).
The model is composed of the drivers’ reaction time model and the car-following decision algorithm.
First, we regard driving fatigue as the starting point to study the influence of driving time and the acceleration of the preceding vehicle on the drivers’ reaction time, and develop a coarse-grained drivers’ reaction time model.
Secondly, considering the impact of fatigue driving on car-following decisions, we utilize GAN to generate a driving decision database based on reaction time and use Euclidean distance as a decision search indicator.
Finally, we conduct experiments on a real data set, and the results indicate that our DeepCF model is superior to baseline models.
American Psychological Association (APA)
Xie, Yizhen& Ni, Qichao& Alfarraj, Osama& Gao, Haoran& Shen, Guojiang& Kong, Xiangjie…[et al.]. 2020. DeepCF: A Deep Feature Learning-Based Car-Following Model Using Online Ride-Hailing Trajectory Data. Wireless Communications and Mobile Computing،Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1214575
Modern Language Association (MLA)
Xie, Yizhen…[et al.]. DeepCF: A Deep Feature Learning-Based Car-Following Model Using Online Ride-Hailing Trajectory Data. Wireless Communications and Mobile Computing No. 2020 (2020), pp.1-9.
https://search.emarefa.net/detail/BIM-1214575
American Medical Association (AMA)
Xie, Yizhen& Ni, Qichao& Alfarraj, Osama& Gao, Haoran& Shen, Guojiang& Kong, Xiangjie…[et al.]. DeepCF: A Deep Feature Learning-Based Car-Following Model Using Online Ride-Hailing Trajectory Data. Wireless Communications and Mobile Computing. 2020. Vol. 2020, no. 2020, pp.1-9.
https://search.emarefa.net/detail/BIM-1214575
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214575