Real-time queue length estimation using event-based advance detector data

被引:36
|
作者
An, Chengchuan [1 ]
Wu, Yao-Jan [2 ]
Xia, Jingxin [1 ]
Huang, Wei [1 ]
机构
[1] Southeast Univ, Intelligent Transportat Syst Res Ctr, 35 Jinxianghe Rd, Nanjing 210096, Jiangsu, Peoples R China
[2] Univ Arizona, Dept Civil Engn & Engn Mech, Tucson, AZ 85721 USA
关键词
High-resolution event-based data; input-output model; real-time queue length estimation; shock wave model; SIGNALIZED INTERSECTIONS; TRAVEL-TIMES; ARTERIALS; PREDICTION; DYNAMICS; WAVES; FLOW;
D O I
10.1080/15472450.2017.1299011
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Real-time queue length information at signalized intersections is useful for both performance evaluation and signal optimization. Previous studies have successfully examined the use of high-resolution event-based data to estimate real-time queue lengths. Based on the identification of critical breakpoints, real-time queue lengths can be estimated by applying the commonly used shockwave model. Although breakpoints can be accurately identified using lane-by-lane detection, few studies have investigated queue length estimation using single-channel detection, which is a common detection scheme for actuated signal control. In this study, a breakpoint misidentification checking process and two input-output models (upstream-based and local-based) are proposed to address the overestimation and short queue length estimation problems of breakpoint-based models. These procedures are integrated with a typical breakpoint-based model framework and queue-over-detector identification process. The proposed framework was evaluated using field-collected event-based data along Speedway Boulevard in Tucson, Arizona. Significant improvements in maximum queue length estimates were achieved using the proposed method compared to the breakpoint-based model, with mean absolute errors of 35.7 and 105.6ft., respectively.
引用
收藏
页码:277 / 290
页数:14
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