Hierarchical fuzzy logic traffic control at a road junction
Data(s) |
2003
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Resumo |
Traffic control at road junctions is one of the major concerns in most metropolitan cities. Controllers of various approaches are available and the required control action is the effective green-time assigned to each traffic stream within a traffic-light cycle. The application of fuzzy logic provides the controller with the capability to handle uncertain natures of the system, such as drivers’ behaviour and random arrivals of vehicles. When turning traffic is allowed at the junction, the number of phases in the traffic-light cycle increases. The additional input variables inevitably complicate the controller and hence slow down the decision-making process, which is critical in this real-time control problem. In this paper, a hierarchical fuzzy logic controller is proposed to tackle this traffic control problem at a 2-way road junction with turning traffic. The two levels of fuzzy logic controllers devise the minimum effective green-time and fine-tune it respectively at each phase of a traffic-light cycle. The complexity of the controller at each level is reduced with smaller rule-set. The performance of this hierarchical controller is examined by comparison with a fixed-time controller under various traffic conditions. Substantial delay reduction has been achieved as a result and the performance and limitation of the controller will be discussed. |
Formato |
application/pdf |
Identificador | |
Publicador |
ACTA Press |
Relação |
http://eprints.qut.edu.au/38351/1/c38351.pdf Heung, T.H., Ho, T.K., & Fung, Y.F. (2003) Hierarchical fuzzy logic traffic control at a road junction. Control and Intelligent Systems, 31(1), pp. 52-59. |
Direitos |
Copyright 2003 ACTA Press |
Fonte |
Faculty of Built Environment and Engineering; School of Engineering Systems |
Palavras-Chave | #010206 Operations Research #080108 Neural Evolutionary and Fuzzy Computation #090507 Transport Engineering #Fuzzy logic #Traffic control #Transportation engineering |
Tipo |
Journal Article |