Prediction of Transit Vehicle Arrival Time for Signal Priority Control: Algorithm and Performance

被引:37
|
作者
Tan, Chin-Woo [1 ]
Park, Sungsu [2 ]
Liu, Hongchao [3 ,4 ]
Xu, Qing [5 ]
Lau, Peter [6 ]
机构
[1] Univ Calif Berkeley, Partners Adv Transit & Highways PATH, Richmond, CA 94804 USA
[2] Sejong Univ, Dept Aerosp Engn, Seoul 143747, South Korea
[3] Texas Tech Univ, Dept Civil & Environm Engn, Lubbock, TX 79409 USA
[4] Texas Tech Univ, Ctr Multidisciplinary Res Transportat TechMRT, Lubbock, TX 79409 USA
[5] PINC Solut, Berkeley, CA 94709 USA
[6] MIT, Cambridge, MA 02139 USA
关键词
Error convergence; historical and real-time adaptive models; intersection arrival time prediction; signal priority; vehicle location data;
D O I
10.1109/TITS.2008.2006799
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
We develop an algorithm for predicting the arrival times of a transit vehicle at signalized intersections, with a focus on meeting the accuracy requirement associated with signal priority control applications. The algorithm uses both historical and real-time Global Positioning System (GPS) vehicle location data. There are no data from other detectors, such as loops or cameras. The arrival time prediction is formulated as an optimal a posteriori parameter estimation problem, where the model is consisted of a historical model and an adaptive model that adaptively adjusts its filter gain based on real-time data. The estimates generated by these two models are fused in a weighted average derived from the solution of the parameter estimation problem. The prediction algorithm adaptively adjusts its weight distribution using error variances obtained from the two models. We include some simulations of field test results and their statistics to demonstrate the performance and convergence of the solution.
引用
收藏
页码:688 / 696
页数:9
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