DocumentCode :
1257631
Title :
Two-Stage Fuzzy Logic Controller for Signalized Intersection
Author :
Qiao, Jian ; Yang, Naiding ; Gao, Jie
Author_Institution :
Dept. of Inf. Manage. & Inf. Syst., Northwestern Polytech. Univ., Xi´´an, China
Volume :
41
Issue :
1
fYear :
2011
Firstpage :
178
Lastpage :
184
Abstract :
Traffic efficiency is commonly regarded as the most important target for the control of signalized intersections. However, from the fairness point of view, it can be argued that all vehicles at a signalized intersection should have equal passing opportunities. In this correspondence paper, a two-stage fuzzy logic control model for an isolated signalized intersection has been proposed, where both traffic efficiency and fairness have been considered simultaneously. At the first stage, a green-phase selector has been developed to select the subsequent green phase. At the second stage, a green-time adjustor has been proposed to determine the green time for the selected phase. An offline genetic algorithm (GA) has been developed to optimize the fuzzy rules and membership functions of the two controllers. The simulation results demonstrate that the proposed model outperforms the vehicle-actuated control model and the model proposed by Pappis and Mamdani in 1977 in terms of both traffic efficiency and fairness. The performance of the proposed model can be further improved after its rules and membership functions are optimized by using GA.
Keywords :
fuzzy control; genetic algorithms; road traffic; GA; equal passing opportunities; fairness point; fuzzy rules; genetic algorithm; green phase selector; green time adjustor; isolated signalized intersection; traffic efficiency; two stage fuzzy logic controller; vehicle actuated control model; Biological cells; Communication system traffic control; Delay; Detectors; Fuzzy control; Fuzzy logic; Genetic algorithms; Global Positioning System; Laboratories; Mathematical model; Modeling; Roads; Traffic control; Turning; Vehicles; Fuzzy logic; genetic algorithm (GA); signalized intersection; traffic control;
fLanguage :
English
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4427
Type :
jour
DOI :
10.1109/TSMCA.2010.2052606
Filename :
5524018
Link To Document :
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