Conditional Value-at-Risk Optimization of Traffic Control at Isolated Intersection

被引:0
|
作者
Papatzikou, Eleni [1 ]
Stathopoulos, Antony [1 ]
机构
[1] Natl Tech Univ Athens, Sch Civil Engn, Dept Transportat Planning & Engn, Athens, Greece
关键词
Conditional value-at-Risk; Traffic control optimization; time-dependent delay estimation; scatter search algorithm; MODEL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose a new method for optimizing fixed-time traffic control plans and timings at isolated intersections by minimizing the Conditional Value-at-Risk (CVaR) of the intersection's average delay over an extended peak period. The optimization algorithm was implemented in Matlab using a scatter search algorithm to minimize the CVaR of the average delay which is based on the HCM formula for multiple period analysis. The proposed method incorporates the risk analysis and time dependent delay estimation. Numerical experiments were performed with AIMSUN in a reference intersection for an extended peak period of 3 hours to provide evidence of the advantages of this optimization method with respect to conventional optimization techniques through the analysis of 48 experiments.
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页码:627 / 632
页数:6
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