Traffic Flow Fluctuation Analysis Based on Beijing Taxi GPS Data

被引:5
作者
Guo, Jingyi [1 ]
Li, Xianghua [1 ]
Zhang, Zili [1 ,2 ]
Zhang, Junwei [1 ]
机构
[1] Southwest Univ, Sch Comp & Informat Sci, Chongqing 400715, Peoples R China
[2] Deakin Univ, Sch Informat Technol, Geelong, Vic 3220, Australia
来源
KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, KSEM 2018, PT II | 2018年 / 11062卷
基金
中国国家自然科学基金;
关键词
Complex network; Traffic flow fluctuation; Traffic status analysis; TIME-SERIES; NETWORK; SYSTEM;
D O I
10.1007/978-3-319-99247-1_40
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The processes of urbanization and the expansion of urban scale are growing rapidly in China. Therefore, it is important to determine the influencing factors of the traffic flow. In order to evaluate the impact of internal and external flows, the area inside the Five Ring of Beijing is divided into several square-shaped areas. Each segment is defined as a node, and traffic flows between nodes serve as edges of a network. Then a traffic network is constructed based on above. After that, an empirical analysis of the network is implemented to reveal the dynamic changes of the power law exponent that characterizes the relationship between the mean value and division of traffic flows among nodes, in order to discover the fluctuation of traffic flow. The results show that, when the time interval is small, the internal flow and the external flow have similar effect on the traffic network. With the increase of time interval, the external flow has a greater influence on the network, rather than the internal traffic flow. This paper can help government officials in implementing the regulation of traffic.
引用
收藏
页码:452 / 464
页数:13
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