CoSIGN: A parallel algorithm for coordinated traffic signal control

被引:44
作者
Cheng, Shih-Fen [1 ]
Epelman, Marina A. [1 ]
Smith, Robert L. [1 ]
机构
[1] Univ Michigan, Dept Ind & Operat Engn, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
area traffic control; coordinated traffic signal control; optimization;
D O I
10.1109/TITS.2006.884617
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
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.
引用
收藏
页码:551 / 564
页数:14
相关论文
共 42 条
[1]  
Allsop R. E., 1976, Traffic Engineering & Control, V17, P338
[2]  
Allsop R. E., 1971, TRAFFIC ENG CONTROL, V13, P58
[3]   Estimation and prediction of time-dependent Origin-Destination flows with a stochastic mapping to path flows and link flows [J].
Ashok, K ;
Ben-Akiva, ME .
TRANSPORTATION SCIENCE, 2002, 36 (02) :184-198
[4]   Alternative approaches for real-time estimation and prediction of time-dependent Origin-Destination flows [J].
Ashok, K ;
Ben-Akiva, ME .
TRANSPORTATION SCIENCE, 2000, 34 (01) :21-36
[5]  
BOILLOT F, 1992, P 6 IEE INT C ROAD T, P75
[6]  
Brown G.W., 1951, ACTIVITY ANAL PRODUC, V13, P374
[7]   MOTION for SITRAFFIC - a modern approach to Urban Traffic Control [J].
Busch, F ;
Kruse, G .
2001 IEEE INTELLIGENT TRANSPORTATION SYSTEMS - PROCEEDINGS, 2001, :61-64
[8]  
Dell'Olmo P., 1995, Transportation Research Record, P106
[9]  
Dell'Olmo P., 1996, ADV METHODS TRANSPOR, P525
[10]  
Fudenberg D., 1991, GAME THEORY