Interval Optimization for Signal Timings with Time-Dependent Uncertain Arrivals

被引:1
|
作者
Yang, Xianfeng [1 ]
Lu, Yang [2 ]
Lin, Yongjie [3 ]
机构
[1] Univ Maryland, Dept Civil & Environm Engn, College Pk, MD 20742 USA
[2] MIT, SMART Lab, Singapore 138602, Singapore
[3] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
关键词
Traffic fluctuation; Signal optimization; Interval analysis; Robust optimization; Modified branch-and-bound algorithm; REAL-TIME;
D O I
10.1061/(ASCE)CP.1943-5487.0000356
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Contending with excessive delays at signalized intersections due to traffic flow fluctuation has been recognized as one of the most challenging issues for traffic researchers and engineers. Due to the uncertainty of vehicle arrivals, a signal timing plan optimized with a fixed demand pattern may lead to ineffective control. In response to this need, this study adopts the theory of interval analysis and defines a set of demand intervals to represent the demand fluctuations. Depending on the demand interval patterns, an optimization model is proposed to maximize the overall robustness of signal design while maintaining an acceptable level of efficiency. A recursive two-stage solution procedure is also developed to solve the optimization problem. To ensure the global optimization, a modified branch-and-bound algorithm is developed for the exploration of solutions. The extensive experimental analyses in comparison with the deterministic optimization model reveal that the proposed model is quite promising for applications, especially under highly fluctuated demand patterns. (C) 2014 American Society of Civil Engineers.
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页数:8
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