A Reliability-based Safest-path-finding Algorithm in Congested Road Networks with Travel Time Uncertainties

被引:1
作者
Teng, Wenxin [1 ,2 ]
Lam, William H. K. [3 ]
Tam, Mei Lam [2 ]
Ma, Wei [2 ]
机构
[1] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R China
[2] Hong Kong Polytech Univ, Dept Civil & Environm Engn, Hong Kong, Peoples R China
[3] Hong Kong Polytech Univ, Dept Civil & Environm Engn, Civil & Transportat Engn, Hong Kong, Peoples R China
来源
2022 IEEE 25TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC) | 2022年
关键词
traffic safety; path-finding; safest path; travel time reliability; on-time arrival probability; INTERSECTIONS; SPEED;
D O I
10.1109/ITSC55140.2022.9922412
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Due to traffic demand fluctuation, travel time and accident risk are stochastic in congested road networks. In these situations, many travelers consider not only travel time reliability, but also traffic safety when choosing routes. In this study, we propose a reliability-based safest-path-finding algorithm that takes into account both traffic safety and travel time reliability. The reliability-based safest-path-finding problem is formulated by maximizing the traffic safety index while ensuring that the path travel time satisfies both a specified travel time budget and a given on-time arrival probability. The traffic safety index is defined as the time to avoid a collision with the front vehicle traveling on the same road. An efficient solution algorithm is proposed to solve the formulated problem. A case study using real-world data in Hong Kong validates the proposed algorithm.
引用
收藏
页码:537 / 541
页数:5
相关论文
共 14 条
[1]   Modeling highway-traffic headway distributions using superstatistics [J].
Abul-Magd, A. Y. .
PHYSICAL REVIEW E, 2007, 76 (05)
[2]   Safety-based path finding in urban areas for older drivers and bicyclists [J].
Chandra, Shailesh .
TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2014, 48 :143-157
[3]   A bi-objective reliable path-finding algorithm for battery electric vehicle routing [J].
Chen, Xiao-Wei ;
Chen, Bi Yu ;
Lam, William H. K. ;
Tam, Mei Lam ;
Ma, Wei .
EXPERT SYSTEMS WITH APPLICATIONS, 2021, 182
[4]   Traffic flow-accidents relationship for urban intersections on the basis of the translog function [J].
Ferreira, Sara ;
Couto, Antonio .
SAFETY SCIENCE, 2013, 60 :115-122
[5]   Exploring the association between speed and safety: A path analysis approach [J].
Gargoum, Suliman A. ;
El-Basyouny, Karim .
ACCIDENT ANALYSIS AND PREVENTION, 2016, 93 :32-40
[6]   Incorporating safety reliability into route choice model: Heterogeneous crash risk aversions [J].
Huang, Helai ;
Han, Chunyang ;
Xu, Guangming ;
Jiang, Mengxi ;
Wong, S. C. ;
Haque, Md Mazharul .
ANALYTIC METHODS IN ACCIDENT RESEARCH, 2020, 25
[7]  
Larson R. C., 1981, Urban operations research
[8]   The roles of exposure and speed in road safety analysis [J].
Pei, Xin ;
Wong, S. C. ;
Sze, N. N. .
ACCIDENT ANALYSIS AND PREVENTION, 2012, 48 :464-471
[9]   Using automatic vehicle identification data for travel time estimation in Hong Kong [J].
Tam, Mei Lam ;
Lam, William H. K. .
TRANSPORTMETRICA, 2008, 4 (03) :179-194
[10]   Real-Time Map Matching: A New Algorithm Integrating Spatio-Temporal Proximity and Improved Weighted Circle [J].
Teng, Wenxin ;
Wang, Yanhui .
OPEN GEOSCIENCES, 2019, 11 (01) :288-297