JOURNAL ARTICLE

A Tube-Based Model Predictive Control for Path Tracking of Autonomous Articulated Vehicle

Tae-Yeon LeeYonghwan Jeong

Year: 2024 Journal:   Actuators Vol: 13 (5)Pages: 164-164   Publisher: Multidisciplinary Digital Publishing Institute

Abstract

This paper presents tube-based Model Predictive Control (MPC) for the path and velocity tracking of an autonomous articulated vehicle. The target platform of this study is an autonomous articulated vehicle with a non-steerable axle. Consequently, the articulation angle and wheel torque input are determined by the tube-based MPC. The proposed MPC aims to achieve two objectives: minimizing path tracking error and enhancing robustness to disturbances. Furthermore, the lateral stability of the autonomous articulated vehicle is considered to reflect its dynamic characteristics. The vehicle model for the MPC is formulated using local linearization to minimize modeling errors. The reference state is determined using a virtual controller based on the linear quadratic regulator to provide the optimal reference for the MPC solver. The proposed algorithm was evaluated through a simulation study with base algorithms under noise injection into the sensor signal. Simulation results demonstrate that the proposed algorithm achieved the smallest path tracking error, compared to the base algorithms. Additionally, the proposed algorithm demonstrated robustness to external noise for multiple signals.

Keywords:
Model predictive control Tracking (education) Path (computing) Control theory (sociology) Control (management) Tube (container) Control engineering Computer science Artificial intelligence Engineering Psychology Mechanical engineering

Metrics

12
Cited By
4.79
FWCI (Field Weighted Citation Impact)
42
Refs
0.91
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Vehicle Dynamics and Control Systems
Physical Sciences →  Engineering →  Automotive Engineering
Robotic Path Planning Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Control Systems Optimization
Physical Sciences →  Engineering →  Control and Systems Engineering
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