Title :
Modelling and Optimisation of a Traffic Intersection Based on Queue Theory and Markov Decision Control Methods
Author :
Soh, Azura Che ; Marhaban, Mohammad Hamiruce ; Khalid, Marzuki ; Yusof, Rubiyah
Author_Institution :
Dept. of Electr. & Electron. Eng., Universiti Putra Malaysia, Serdang
Abstract :
Traffic models play an important role in both today´s traffic research and in many traffic applications such as traffic flow prediction, incident detection and traffic control. Modelling traffic dynamics and optimising the control signal are two interrelated problems. Modelling provides fundamental understanding of traffic dynamics and behaviour. In this paper, traffic signal is modelled as a M/M/l queueing theory. The validation of a simulation model (M/M/l queue) with different arrival rates is presented. From the result, a traffic light model was developed by applying M/M/l queue theory for single intersection. In the optimisation strategy, the Markov decision control is applied to minimize queue length and waiting time. Simulation results show the excellent potential of this approach
Keywords :
Markov processes; decision theory; optimisation; queueing theory; road traffic; traffic control; M/M/l queueing theory; Markov decision control; incident detection; optimisation strategy; queue theory; traffic control; traffic dynamics; traffic flow prediction; traffic intersection; Adaptive control; Communication system traffic control; Delay; Optimization methods; Predictive models; Queueing analysis; Telecommunication control; Timing; Traffic control; Vehicle dynamics;
Conference_Titel :
Modelling & Simulation, 2007. AMS '07. First Asia International Conference on
Conference_Location :
Phuket
Print_ISBN :
0-7695-2845-7
DOI :
10.1109/AMS.2007.64