DocumentCode
2119155
Title
Traffic Flow Characteristic Based on A Phase Plane Approach
Author
Hsu, Chih-Ming ; Lian, Feng-Li
Author_Institution
Electr. Eng. Dept., Nat. Taiwan Univ., Taipei
fYear
2008
fDate
12-15 Oct. 2008
Firstpage
754
Lastpage
759
Abstract
This paper proposes a phase-plane approach for analyzing the interpretation of various traffic flow characteristics. Using the phase-plane analysis, the dynamical switching behaviors of traffic flow can be easily studied. By analyzing the mathematical models of traffic flow transition, the dynamical behaviors can be characterized within the phase plane. Furthermore, 2-D Gaussian Mixture Modeling (GMM) is used to classify the dynamic traffic flow, and five types of traffic flow patterns are identified based on a real traffic dataset from Taiwan highway systems. Each traffic flow pattern can indicate a different interpretation of a special dynamical traffic behavior. A critical discussion of switching conditions for five types of flow patterns is also presented.
Keywords
Gaussian processes; pattern recognition; traffic engineering computing; 2D Gaussian mixture modeling; dynamical switching; phase-plane analysis; traffic flow pattern; Air transportation; Cities and towns; Intelligent transportation systems; Intelligent vehicles; Mathematical model; Microscopy; Road transportation; Traffic control; Vehicle dynamics; Virtual colonoscopy;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems, 2008. ITSC 2008. 11th International IEEE Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4244-2111-4
Electronic_ISBN
978-1-4244-2112-1
Type
conf
DOI
10.1109/ITSC.2008.4732549
Filename
4732549
Link To Document