A General Framework for Decentralized Safe Optimal Control of Connected and Automated Vehicles in Multi-Lane Signal-Free Intersections

被引:13
|
作者
Xu, Huile [1 ,2 ,3 ,4 ]
Xiao, Wei [3 ,4 ]
Cassandras, Christos G. [3 ,4 ]
Zhang, Yi [1 ,5 ]
Li, Li [1 ]
机构
[1] Tsinghua Univ, Dept Automat, BNRist, Beijing 100084, Peoples R China
[2] Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
[3] Boston Univ, Div Syst Engn, Brookline, MA 02446 USA
[4] Boston Univ, Ctr Informat & Syst Engn, Brookline, MA 02446 USA
[5] Tsinghua Berkeley Shenzhen Inst TBSI, Shenzhen 518055, Peoples R China
关键词
Optimal control; Safety; Trajectory; Roads; Vehicle dynamics; Optimization; Automation; Connected and automated vehicles (CAVs); optimal control; control barrier function (CBF);
D O I
10.1109/TITS.2022.3151080
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
We address the problem of optimally controlling Connected and Automated Vehicles (CAVs) arriving from four multi-lane roads at a signal-free intersection where they conflict in terms of safely crossing (including turns) with no collision. The objective is to jointly minimize the travel time and energy consumption of each CAV while ensuring safety. This problem was solved in prior work for single-lane roads. A direct extension to multiple lanes on each road is limited by the computational complexity required to obtain an explicit optimal control solution. Instead, we propose a general framework that first converts a multi-lane intersection problem into a decentralized optimal control problem for each CAV with less conservative safety constraints than prior work. We then employ a method combining optimal control and control barrier functions, which has been shown to efficiently track tractable unconstrained optimal CAV trajectories while also guaranteeing the satisfaction of all constraints. Simulation examples are included to show the effectiveness of the proposed framework under symmetric and asymmetric intersection geometries and different CAV sequencing policies.
引用
收藏
页码:17382 / 17396
页数:15
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