Adaptive traffic control at motorway bottlenecks with time-varying Fundamental Diagram

被引:15
|
作者
Tajdari, Farzam [1 ]
Roncoli, Claudio [1 ]
机构
[1] Aalto Univ, Sch Engn, Espoo 02150, Finland
来源
IFAC PAPERSONLINE | 2021年 / 54卷 / 02期
基金
欧盟地平线“2020”; 芬兰科学院;
关键词
Adaptive control; traffic control; connected; automated vehicles; time-varying Fundamental Diagram; robust estimation; COMMUNICATION-SYSTEMS; VEHICLE AUTOMATION; EVALUATION BEHAVIOR; FLOW OPTIMIZATION; ANTICIPATION; SPEED;
D O I
10.1016/j.ifacol.2021.06.051
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper deals with the problem of controlling traffic at motorways bottlenecks in presence of an unknown, time-varying, Fundamental Diagram (FD). The FD may change over time due to traffic composition or to the presence of Connected and Automated Vehicles (CAVs) with varying driving characteristics and penetration rates. A novel methodology, based on Model Reference Adaptive Control, is presented to robustly estimate the time-varying set-points that maximise the bottleneck throughput. The proposed approach is integrated in a control scheme that includes a linear quadratic integral regulator designed to control traffic which comprises a percentage of CAVs. Simulation experiments, based on a first-order multi-lane macroscopic traffic flow model that also considers for the capacity drop phenomenon, are presented to illustrate the effectiveness of the proposed approach. Copyright (C) 2021 The Authors
引用
收藏
页码:271 / 277
页数:7
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