DocumentCode
2042949
Title
Traffic signal control using fuzzy logic and MOGA
Author
Wei, Wu ; Zhang, Yi ; Mbede, Jean Bosco ; Zhang, Zuo ; Song, Jingyan
Author_Institution
Dept. of Autom., Tsinghua Univ., Beijing, China
Volume
2
fYear
2001
fDate
2001
Firstpage
1335
Abstract
This paper presents a fuzzy logic adaptive traffic signal controller for an isolated four-approaches intersection with through and lest-turning movements. The controller has the ability to make adjustments to signal timing in response to observed changes. The "urgency degree" term, which can describe the different user\´s demand for green time is used in fuzzy logic decision-making in our algorithm. Using three levels model of fuzzy controller, we can determine whether to extend or terminate the current signal phase and select the sequences of phases. This paper describes a flexible form of fuzzy logic signal control whose performance can be tuned off-line using a set of parameters which define the fuzzy set membership functions for the input variables. Our work also demonstrates the feasibility of using a multiobjective genetic algorithm (MOGA) to find a set of optimal parameters for a fuzzy controller with a range of possibly conflicting performance measures. Simulation results show that our proposed controller produces lower vehicle delays and percentage of stopped vehicles than the traffic-actuated controller
Keywords
adaptive control; fuzzy control; fuzzy logic; genetic algorithms; road traffic; signalling; traffic control; transportation; adaptive control; fuzzy control; fuzzy set theory; membership functions; multiobjective genetic algorithm; optimization; road traffic control; traffic signal control; Adaptive control; Decision making; Fuzzy control; Fuzzy logic; Fuzzy sets; Genetic algorithms; Input variables; Programmable control; Timing; Vehicles;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems, Man, and Cybernetics, 2001 IEEE International Conference on
Conference_Location
Tucson, AZ
ISSN
1062-922X
Print_ISBN
0-7803-7087-2
Type
conf
DOI
10.1109/ICSMC.2001.973106
Filename
973106
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