Real-time estimation of travel times along the arcs and arrival times at the nodes of dynamic stochastic networks

被引:33
作者
Jula, Hossein [1 ]
Dessouky, Maged [2 ]
Ioannou, Petros A. [3 ,4 ]
机构
[1] Penn State Univ Harrisburg, Sch Sci Engn & Technol, Middletown, PA 17057 USA
[2] Univ So Calif, Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
[3] Univ So Calif, Dept Elect Engn Syst, Los Angeles, CA 90089 USA
[4] Univ So Calif, Ctr Adv Transportat Technol, Los Angeles, CA 90089 USA
关键词
arrival time estimator; dynamic stochastic network; Kalman filter; route planning; travel time estimator;
D O I
10.1109/TITS.2007.908571
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Route planning in uncertain and dynamic networks has recently emerged as an active and intense area of research, both due to industry needs and technological advances. This paper investigates methods to predict travel times along the arcs and estimate arrival times at the nodes of a stochastic and dynamic network in real time. It is shown that, under fairly mild conditions, the developed travel and arrival time estimators are unbiased and that the error variance of the arrival time estimator is bounded. Simulation results are used to demonstrate the efficiency of the proposed algorithm.
引用
收藏
页码:97 / 110
页数:14
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