MPC-based Motion Planning for Autonomous Truck-Trailer Maneuvering

被引:3
|
作者
Bos, Mathias [1 ]
Vandewal, Bastiaan [1 ]
Decre, Wilm [1 ]
Swevers, Jan [1 ]
机构
[1] Katholieke Univ Leuven, Dept Mech Engn, MECO Res Team, Leuven, Belgium
来源
IFAC PAPERSONLINE | 2023年 / 56卷 / 02期
关键词
Autonomous Mobile Robots; Trajectory and Path Planning; Trajectory Tracking and Path Following; Optimal Motion Planning and Control; Model Predictive Control;
D O I
10.1016/j.ifacol.2023.10.1258
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Time-optimal motion planning of autonomous vehicles in complex environments is a highly researched topic. This paper describes a novel approach to optimize and execute locally feasible trajectories for the maneuvering of a truck-trailer Autonomous Mobile Robot (AMR), by dividing the environment in a sequence or route of freely accessible overlapping corridors. Multi-stage optimal control generates local trajectories through advancing subsets of this route. To cope with the advancing subsets and changing environments, the optimal control problem is solved online with a receding horizon in a Model Predictive Control (MPC) fashion with an improved update strategy. This strategy seamlessly integrates the computationally expensive MPC updates with a low-cost feedback controller for trajectory tracking, for disturbance rejection, and for stabilization of the unstable kinematics of the reversing truck-trailer AMR. This methodology is implemented in a flexible software framework for an effortless transition from offline simulations to deployment of experiments. An experimental setup showcasing the truck-trailer AMR performing two reverse parking maneuvers validates the presented method. Copyright (c) 2023 The Authors. This is an open access article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0/)
引用
收藏
页码:4877 / 4882
页数:6
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