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