Variable Speed Limit Control for Individual Vehicles on Freeway Bottlenecks with Mixed Human and Automated Traffic Flows

被引:4
|
作者
Nie, Wendi [1 ,2 ]
You, Yonghong [3 ]
Lee, Victor C. S. [4 ]
Duan, Yaoxin [5 ]
机构
[1] Minist Educ, Key Lab Ind Internet Things & Networked Control, Chongqing, Peoples R China
[2] Chongqing Univ Posts & Telecommun, Dept Automat, Chongqing, Peoples R China
[3] Chongqing Univ, Sch Automat, Chongqing, Peoples R China
[4] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Peoples R China
[5] Chongqing Univ Posts & Telecommun, Inst Ind Internet, Chongqing, Peoples R China
基金
美国国家科学基金会;
关键词
Variable Speed Limit; Mixed Traffic; Freeway Bottleneck; Capacity Drop; AUTONOMOUS VEHICLES; COORDINATION; SYSTEM; MODEL;
D O I
10.1109/ITSC48978.2021.9564889
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In rush hours, traffic congestion frequently happens in freeway bottleneck areas when traffic demands exceed bottlenecks' capacity. The traffic congestion in freeway bottlenecks leads to capacity drop phenomenon, which exacerbates traffic congestion and seriously hampers the performance of freeways. Variable speed limit (VSL) is an effective approach to mitigate capacity drop by adjusting speed limits posted on roadside VSL signs. However, the effectiveness of VSL is dependent on several crucial factors, such as the optimum placement of VSL signs, the coordination between consecutive VSL signs, the rate of speed limits changed on VSL signs, the driver compliance to the posted speed limits, and etc. In this paper, we propose a VSL control algorithm named Variable Speed Limit for Individual Vehicles (VSL-IV). By making use of vehicle communication technology, the VSL-IV algorithm can dynamically adjust the speed limits for individual vehicles not only based on the real-time traffic information at the macroscopic level (e.g., mean speed of vehicles, density of vehicles), but also based on the real-time traffic information at the microscopic level (e.g., acceleration, deceleration, speeds of individual vehicles). In addition, VSL-IV takes into account mixed human and automated traffic flows when determining speed limits for vehicles. Comprehensive experiments have been conducted to demonstrate the efficiency of the VSL-IV algorithm.
引用
收藏
页码:2492 / 2498
页数:7
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