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Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles
This paper presents the design and validation of a model-based [Formula: see text] vehicle lateral controller for autonomous vehicles in a simulation environment. The controller was designed so that the position and orientation tracking errors are minimized and so that the vehicle is able to follow...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8231833/ https://www.ncbi.nlm.nih.gov/pubmed/34199181 http://dx.doi.org/10.3390/s21124072 |
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author | Gagliardi, Gianfranco Lupia, Marco Cario, Gianni Casavola, Alessandro |
author_facet | Gagliardi, Gianfranco Lupia, Marco Cario, Gianni Casavola, Alessandro |
author_sort | Gagliardi, Gianfranco |
collection | PubMed |
description | This paper presents the design and validation of a model-based [Formula: see text] vehicle lateral controller for autonomous vehicles in a simulation environment. The controller was designed so that the position and orientation tracking errors are minimized and so that the vehicle is able to follow a trajectory computed in real-time by exploiting proper video-processing and lane-detection algorithms. From a computational point of view, the controller is obtained by solving a suitable LMI optimization problem and ensures that the closed-loop system is robust with respect to variations in the vehicle’s longitudinal speed. In order to show the effectiveness of the proposed control strategy, simulations have been undertaken by taking advantage of a co-simulation environment jointly developed in Matlab/Simulink © and Carsim 8 ©. The simulation activity shows that the proposed control approach allows for good control performance to be achieved. |
format | Online Article Text |
id | pubmed-8231833 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82318332021-06-26 Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles Gagliardi, Gianfranco Lupia, Marco Cario, Gianni Casavola, Alessandro Sensors (Basel) Article This paper presents the design and validation of a model-based [Formula: see text] vehicle lateral controller for autonomous vehicles in a simulation environment. The controller was designed so that the position and orientation tracking errors are minimized and so that the vehicle is able to follow a trajectory computed in real-time by exploiting proper video-processing and lane-detection algorithms. From a computational point of view, the controller is obtained by solving a suitable LMI optimization problem and ensures that the closed-loop system is robust with respect to variations in the vehicle’s longitudinal speed. In order to show the effectiveness of the proposed control strategy, simulations have been undertaken by taking advantage of a co-simulation environment jointly developed in Matlab/Simulink © and Carsim 8 ©. The simulation activity shows that the proposed control approach allows for good control performance to be achieved. MDPI 2021-06-13 /pmc/articles/PMC8231833/ /pubmed/34199181 http://dx.doi.org/10.3390/s21124072 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Gagliardi, Gianfranco Lupia, Marco Cario, Gianni Casavola, Alessandro Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles |
title | Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles |
title_full | Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles |
title_fullStr | Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles |
title_full_unstemmed | Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles |
title_short | Optimal H(∞) Control for Lateral Dynamics of Autonomous Vehicles |
title_sort | optimal h(∞) control for lateral dynamics of autonomous vehicles |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8231833/ https://www.ncbi.nlm.nih.gov/pubmed/34199181 http://dx.doi.org/10.3390/s21124072 |
work_keys_str_mv | AT gagliardigianfranco optimalhcontrolforlateraldynamicsofautonomousvehicles AT lupiamarco optimalhcontrolforlateraldynamicsofautonomousvehicles AT cariogianni optimalhcontrolforlateraldynamicsofautonomousvehicles AT casavolaalessandro optimalhcontrolforlateraldynamicsofautonomousvehicles |