Robust Tube-Based TS-MPC for Safe Coordination of Autonomous Vehicle

被引:0
|
作者
Requena Gallego, Jose [1 ]
Puig, Vicenc [1 ]
机构
[1] UPC, Inst Robot & Informat Ind, CSIC, Carrer Llorens Artigas 4-6, Barcelona 08028, Spain
来源
IFAC PAPERSONLINE | 2023年 / 56卷 / 02期
关键词
Autonomous vehicle; model predictive control; Takagi-Sugeno; robustness; zonotopes; MODEL-PREDICTIVE CONTROL;
D O I
10.1016/j.ifacol.2023.10.1633
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, a robust vehicle control scheme is proposed, which is capable of coordinating with nearby vehicles in order to optimally compute control actions that achieve collision-free overtaking maneuvers. The control actions are computed online by a global model predictive control (MPC) controller, which assumes a nominal disturbance-free vehicle model. To reduce the computational burden of the MPCs optimization problem, the vehicle model is reformulated into a pseudo-linear Takagi-Sugeno (TS) representation. Furthermore, the mismatch error between the real and the nominal model is corrected by a local TS H8-optimal state-feedback controller. Moreover, the robust feasibility of the MPC's optimization problem is guaranteed by implementing a tube-based architecture. Finally, the proposed control scheme is tested and validated in a high-fidelity simulation, in which the controlled vehicle was capable of overtaking multiple vehicles while rejecting disturbances. Copyright (c) 2023 The Authors.
引用
收藏
页码:599 / 604
页数:6
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