Evaluation of Integrated Variable Speed Limit and Lane Change Control for Highway Traffic Flow

被引:13
|
作者
Yuan, Tianchen [1 ]
Alasiri, Faisal [1 ]
Zhang, Yihang [1 ]
Ioannou, Petros A. [1 ]
机构
[1] Univ Southern Calif, Los Angeles, CA 90089 USA
来源
IFAC PAPERSONLINE | 2021年 / 54卷 / 02期
关键词
integrated traffic control; robust variable speed limit; lane change control; multi-section cell transmission model; sign distance; uncertainty; MODEL-PREDICTIVE CONTROL; CELL TRANSMISSION MODEL; WAVES;
D O I
10.1016/j.ifacol.2021.06.015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A sudden lane drop on a freeway with high volume of vehicles can cause severe traffic congestion and safety issues. Forced lane changes near the bottleneck reduce the traffic mobility on all lanes and trigger the capacity drop phenomenon. Numerous studies have explored the effect of Variable Speed Limit (VSL) and Lane Change (LC) control on solving the bottleneck congestion, but only a few have taken the measurement or model uncertainties into considerations. In this paper, we design an integrated VSL and LC controller based on a modified multi-section Cell Transmission Model (CTM) to alleviate the freeway bottleneck congestion and reject uncertainties. The location of the most upstream speed sign is treated as a parameter and optimized using simulation data. We first evaluate the proposed controller without uncertainty to demonstrate its effectiveness in improving traffic flow. Then we incorporate the uncertainties in measurements and model parameters to examine the robustness of the control. The proposed combined VSL and LC controllers are demonstrated to be robust with respect to uncertainties. The bounds of allowable uncertainties are more sensitive when uncertainties lead to a reduction of speed limit commands than an increase. Copyright (C) 2021 The Authors.
引用
收藏
页码:107 / 113
页数:7
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