Title :
Urban traffic commuting analysis based on mobile phone data
Author :
Honghui Dong ; Xiaoqing Ding ; Mingchao Wu ; Yan Shi ; Limin Jia ; Yong Qin ; Lianyu Chu
Author_Institution :
State Key Lab. of Rail Traffic Control & Safety , Beijing Eng. Res. Center of Urban Traffic Inf. Intell. Sensing & Service Technol., Beijing, China
Abstract :
With the urban traffic planning and management development, it is a highly considerable issue to analyze and estimate the original-destination data in the city. Traditional method to acquire the OD information usually uses household survey, which is inefficient and expensive. In this paper, the new methodology proposed that using mobile phone data to analyze the mechanism of trip generation, trip attraction and the OD information. The mobile phone data acquisition is introduced. A pilot study is implemented on Beijing by using the new method. And, much important traffic information can be extracted from the mobile phone data. We use the K-means clustering algorithm to divide the traffic zone. The attribution of traffic zone is identified using the mobile phone data. Then the OD distribution and the commuting travel are analyzed. At last, an experiment is done to verify availability of the mobile phone data, that analyzing the "Traffic tide phenomenon" in Beijing. The results of the experiments in this paper show a great correspondence to the actual situation. The validated results reveal the mobile phone data has tremendous potential on OD analysis.
Keywords :
data acquisition; feature extraction; mobile computing; pattern clustering; traffic information systems; OD information; k-means clustering algorithm; mobile phone data acquisition; traffic information extraction; trip attraction; trip generation mechanism; urban traffic commuting analysis; Base stations; Cities and towns; Mobile communication; Mobile handsets; Real-time systems; Sociology; Statistics;
Conference_Titel :
Intelligent Transportation Systems (ITSC), 2014 IEEE 17th International Conference on
Conference_Location :
Qingdao
DOI :
10.1109/ITSC.2014.6957757