Cooperative distributed predictive control for collision-free vehicle platoons

被引:16
|
作者
Zheng, Huarong [1 ]
Wu, Jun [1 ]
Wu, Weimin [1 ]
Negenborn, Rudy R. [2 ]
机构
[1] Zhejiang Univ, Inst Cyber Syst & Control, State Key Lab Ind Control Technol, Zheda Rd 38, Hangzhou 310027, Zhejiang, Peoples R China
[2] Delft Univ Technol, Dept Maritime & Transport Technol, Mekelweg 2, NL-2628 CD Delft, Netherlands
基金
中国国家自然科学基金;
关键词
collision avoidance; road safety; predictive control; vehicle dynamics; road traffic control; decentralised control; distributed control; vehicles; optimisation; road vehicles; distributed predictive control; collision-free vehicle platoons; rapidly developing computing; individual vehicles; dynamic speed management; intelligent vehicles; desired inter-vehicle spaces; speed changes; cooperative way; cascaded network; linear longitudinal vehicle dynamics; independent physical constraints; coupling safety constraints; global information sharing; centralised collision-free solution; model predictive control; asymptotic platoon tracking; system constraints; distributed approach; speed manager; platoon conduct parallel computation; collision avoidance constraints; distributed solutions; concerned vehicle platoon problem; satisfactory platoon performance; RECEDING HORIZON CONTROL; COMMUNICATION; INFORMATION;
D O I
10.1049/iet-its.2018.5366
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The rapidly developing computing and communication technologies improve the autonomy of individual vehicles on the one hand and facilitate the coordination among vehicles on the other. In the context of dynamic speed management, this study considers a platoon of intelligent vehicles that are required to maintain desired inter-vehicle spaces and to respond to speed changes in a collision-free, stable and cooperative way. The platoon is modelled as a cascaded network with linear longitudinal vehicle dynamics, independent physical constraints, and coupling safety constraints. In the case of global information sharing, the authors first propose a centralised collision-free solution on the basis of model predictive control that guarantees asymptotic platoon tracking of speed changes and satisfaction of system constraints during the transient process. A cooperative distributed approach is then further proposed on the basis of the alternating direction method of multipliers resulting in a scheme involving communication only with the roadside infrastructure, e.g. the speed manager. Vehicles in a platoon conduct parallel computation while still achieving global optimal performance and coordination with respect to the collision avoidance constraints. Convergence properties of the distributed solutions are established for the concerned vehicle platoon problem. Simulation results show satisfactory platoon performance and demonstrate the effectiveness of the proposed algorithms.
引用
收藏
页码:816 / 824
页数:9
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