Distributed model predictive control approach for cooperative car-following with guaranteed local and string stability

被引:145
|
作者
Zhou, Yang [1 ]
Wang, Meng [2 ]
Ahn, Soyoung [3 ]
机构
[1] Univ Wisconsin, Dept Civil & Environm Engn, 1415 Engn Dr, Madison, WI 53706 USA
[2] Delft Univ Technol, Fac Civil & Geospatial Engn, Stevinweg 1, NL-2628 CN Delft, Netherlands
[3] Univ Wisconsin, Civil & Environm Engn, 1415 Engn Dr, Madison, WI 53706 USA
基金
美国国家科学基金会;
关键词
Connected automated vehicles; Longitudinal control; Distributed model predictive control; Local stability; l(infinity)-norm string stability; l(2)-norm string stability; LINEAR-QUADRATIC REGULATOR; ROLLING HORIZON CONTROL; ADAPTIVE CRUISE CONTROL; AUTONOMOUS VEHICLES; CONTROL STRATEGY; SYSTEMS SUBJECT; INVARIANT-SETS; FEASIBILITY; FRAMEWORK; DESIGN;
D O I
10.1016/j.trb.2019.07.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper, a serial distributed model predictive control (MPC) approach for connected automated vehicles (CAVS) is developed with local stability (disturbance dissipation over time) and multi-criteria string stability (disturbance attenuation through a vehicular string). Two string stability criteria are considered within the proposed MPC: (i) the l(infinity)-norm string stability criterion for attenuation of the maximum disturbance magnitude and (ii) l(2)-norm string stability criterion for attenuation of disturbance energy. The l(infinity)-norm string stability is achieved by formulating constraints within the MPC based on the future states of the leading CAV, and the l(2)-norm string stability is achieved by proper weight matrix tuning over a robust positive invariant set. For rigor, mathematical proofs for asymptotical local stability and multi-criteria string stability are provided. Simulation experiments verify that the distributed serial MPC proposed in this study is effective for disturbance attenuation and performs better than traditional MPC without stability guarantee. Published by Elsevier Ltd.
引用
收藏
页码:69 / 86
页数:18
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