DocumentCode :
3228879
Title :
Markov Decision Process for Traffic Control at an Isolated Intersection
Author :
Biao Yin ; Dridi, Mahjoub ; El Moudni, Abdellah
Author_Institution :
Lab. Syst. et Transp., Univ. de Technol. de Belfort-Montbeliard, Belfort, France
fYear :
2013
fDate :
4-6 Nov. 2013
Firstpage :
789
Lastpage :
794
Abstract :
In this paper, a new control method based on Markov Decision Process for a simple traffic intersection is proposed. At the intersection, different directions have the arrival traffic flows and each has a single queue. The non-conflicting flows constitute a combination which possesses the optimal sequence to occupy the intersection. The iterative algorithm is used to minimize the number of vehicles waiting in the queue and the vehicles average waiting time. However, in this dynamic control, the more important thing is that the fairness among the combinations for maintaining the system stability is taken into account. As shown by the comparison of simulation results, it is necessary to use fairness control when global optimization is acquired. Statistical analysis of simulation results at different arrival rates indicates that the approach has a good performance.
Keywords :
Markov processes; optimisation; road traffic control; simulation; stability; statistical analysis; Markov decision process; arrival traffic flows; dynamic control; global optimization; isolated intersection; optimal sequence; simulation; statistical analysis; system stability; traffic control; Aerospace electronics; Heuristic algorithms; Markov processes; Simulation; Switches; Vehicle dynamics; Vehicles; Markov Decision Process; average waiting time; fairness; intersection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Tools with Artificial Intelligence (ICTAI), 2013 IEEE 25th International Conference on
Conference_Location :
Herndon, VA
ISSN :
1082-3409
Print_ISBN :
978-1-4799-2971-9
Type :
conf
DOI :
10.1109/ICTAI.2013.121
Filename :
6735332
Link To Document :
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