DocumentCode :
841978
Title :
CoSIGN: A Parallel Algorithm for Coordinated Traffic Signal Control
Author :
Cheng, Shih-Fen ; Epelman, Marina A. ; Smith, Robert L.
Author_Institution :
Dept. of Ind. & Operations Eng., Univ. of Michigan, Ann Arbor, MI
Volume :
7
Issue :
4
fYear :
2006
Firstpage :
551
Lastpage :
564
Abstract :
The problem of finding optimal coordinated signal timing plans for a large number of traffic signals is a challenging problem because of the exponential growth in the number of joint timing plans that need to be explored as the network size grows. In this paper, the game-theoretic paradigm of fictitious play to iteratively search for a coordinated signal timing plan is employed, which improves a system-wide performance criterion for a traffic network. The algorithm is robustly scalable to realistic-size networks modeled with high-fidelity simulations. Results of a case study for the city of Troy, MI, where there are 75 signalized intersections, are reported. Under normal traffic conditions, savings in average travel time of more than 20% are experienced against a static timing plan, and even against an aggressively tuned automatic-signal-retiming algorithm, savings of more than 10% are achieved. The efficiency of the algorithm stems from its parallel nature. With a thousand parallel CPUs available, the algorithm finds the plan above under 10 min, while a version of a hill-climbing algorithm makes virtually no progress in the same amount of wall-clock computational time
Keywords :
game theory; parallel algorithms; timing; traffic control; CoSIGN; coordinated traffic signal control; game theory; hill climbing algorithm; optimal coordinated signal timing plans; parallel algorithm; realistic size network; Communication system traffic control; Computer networks; Control systems; Isolation technology; Parallel algorithms; Signal processing; Surveillance; Telecommunication traffic; Timing; Traffic control; Area traffic control; coordinated traffic signal control; optimization;
fLanguage :
English
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1524-9050
Type :
jour
DOI :
10.1109/TITS.2006.884617
Filename :
4019428
Link To Document :
بازگشت