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 :
بازگشت