Constrained optimization and distributed computation based car following control of a connected and autonomous vehicle platoon

被引:149
|
作者
Gong, Siyuan [1 ]
Shen, Jinglai [2 ]
Du, Lili [1 ]
机构
[1] IIT, Dept Civil Architectural & Environm Engn, Chicago, IL 60616 USA
[2] Univ Maryland Baltimore Cty, Dept Math & Stat, Baltimore, MD 21250 USA
基金
美国国家科学基金会;
关键词
Connected and autonomous vehicles; Car-following control; Optimization; Distributed algorithm; RECEDING HORIZON CONTROL; ADAPTIVE CRUISE CONTROL; STABILITY; PROPAGATION;
D O I
10.1016/j.trb.2016.09.016
中图分类号
F [经济];
学科分类号
02 ;
摘要
Motivated by the advancement in connected and autonomous vehicle technologies, this paper develops a novel car-following control scheme for a platoon of connected and autonomous vehicles on a straight highway. The platoon is modeled as an interconnected multi-agent dynamical system subject to physical and safety constraints, and it uses the global information structure such that each vehicle shares information with all the other vehicles. A constrained optimization based control scheme is proposed to ensure an entire platoon's transient traffic smoothness and asymptotic dynamic performance. By exploiting the solution properties of the underlying optimization problem and using primal-dual formulation, this paper develops dual based distributed algorithms to compute optimal solutions with proven convergence. Furthermore, the asymptotic stability of the unconstrained linear closed-loop system is established. These stability analysis results provide a principle to select penalty weights in the underlying optimization problem to achieve the desired closed-loop performance for both the transient and the asymptotic dynamics. Extensive numerical simulations are conducted to validate the efficiency of the proposed algorithms. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:314 / 334
页数:21
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