Distributed Model Predictive Control for Heterogeneous Vehicle Platoons Under Unidirectional Topologies

被引:384
|
作者
Zheng, Yang [1 ,2 ]
Li, Shengbo Eben [1 ,3 ]
Li, Keqiang [1 ]
Borrelli, Francesco [4 ]
Hedrick, J. Karl [4 ]
机构
[1] Tsinghua Univ, State Key Lab Automot Safety & Energy, Beijing 100084, Peoples R China
[2] Univ Oxford, Dept Engn Sci, Parks Rd, Oxford OX1 3PJ, England
[3] Univ Calif Berkeley, Berkeley, CA 94720 USA
[4] Univ Calif Berkeley, Dept Mech Engn, Berkeley, CA 94720 USA
关键词
Autonomous vehicle; distributed control; graph theory heterogeneous platoon; model predictive control (MPC); RECEDING HORIZON CONTROL; ADAPTIVE CRUISE CONTROL; EXPERIMENTAL VALIDATION; NONLINEAR-SYSTEMS; VEHICULAR PLATOON; STABILITY; DESIGN; BRAKING; SAFETY;
D O I
10.1109/TCST.2016.2594588
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 presents a distributed model predictive control (DMPC) algorithm for heterogeneous vehicle platoons with unidirectional topologies and a priori unknown desired set point. The vehicles (or nodes) in a platoon are dynamically decoupled but constrained by spatial geometry. Each node is assigned a local open-loop optimal control problem only relying on the information of neighboring nodes, in which the cost function is designed by penalizing on the errors between the predicted and assumed trajectories. Together with this penalization, an equality-based terminal constraint is proposed to ensure stability, which enforces the terminal states of each node in the predictive horizon equal to the average of its neighboring states. By using the sum of local cost functions as a Lyapunov candidate, it is proved that asymptotic stability of such a DMPC can be achieved through an explicit sufficient condition on the weights of the cost functions. Simulations with passenger cars demonstrate the effectiveness of the proposed DMPC.
引用
收藏
页码:899 / 910
页数:12
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