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Preview Control with Dynamic Constraints for Autonomous Vehicles
In this paper, a preview theory-based steering control approach considering vehicle dynamic constraints is presented. The constrained variables are predicted by an error states system and utilized to adjust the control law once the established dynamic constraints are violated. The simulated annealin...
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/PMC8347934/ https://www.ncbi.nlm.nih.gov/pubmed/34372392 http://dx.doi.org/10.3390/s21155155 |
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author | Li, Rui Ouyang, Qi Cui, Yue Jin, Yang |
author_facet | Li, Rui Ouyang, Qi Cui, Yue Jin, Yang |
author_sort | Li, Rui |
collection | PubMed |
description | In this paper, a preview theory-based steering control approach considering vehicle dynamic constraints is presented. The constrained variables are predicted by an error states system and utilized to adjust the control law once the established dynamic constraints are violated. The simulated annealing optimization algorithm for preview length is conducted to improve the adaptability of the controller to varying velocities and road adhesion coefficients. The theoretical stability of a closed-loop system is guaranteed using Lyapunov theory, and further analysis of the system response in time domain and frequency domain is discussed. The results of simulations implemented on Carsim–Simulink demonstrate the favorable performance of the proposed control in tracking accuracy and system stability under extreme conditions. |
format | Online Article Text |
id | pubmed-8347934 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83479342021-08-08 Preview Control with Dynamic Constraints for Autonomous Vehicles Li, Rui Ouyang, Qi Cui, Yue Jin, Yang Sensors (Basel) Article In this paper, a preview theory-based steering control approach considering vehicle dynamic constraints is presented. The constrained variables are predicted by an error states system and utilized to adjust the control law once the established dynamic constraints are violated. The simulated annealing optimization algorithm for preview length is conducted to improve the adaptability of the controller to varying velocities and road adhesion coefficients. The theoretical stability of a closed-loop system is guaranteed using Lyapunov theory, and further analysis of the system response in time domain and frequency domain is discussed. The results of simulations implemented on Carsim–Simulink demonstrate the favorable performance of the proposed control in tracking accuracy and system stability under extreme conditions. MDPI 2021-07-29 /pmc/articles/PMC8347934/ /pubmed/34372392 http://dx.doi.org/10.3390/s21155155 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 Li, Rui Ouyang, Qi Cui, Yue Jin, Yang Preview Control with Dynamic Constraints for Autonomous Vehicles |
title | Preview Control with Dynamic Constraints for Autonomous Vehicles |
title_full | Preview Control with Dynamic Constraints for Autonomous Vehicles |
title_fullStr | Preview Control with Dynamic Constraints for Autonomous Vehicles |
title_full_unstemmed | Preview Control with Dynamic Constraints for Autonomous Vehicles |
title_short | Preview Control with Dynamic Constraints for Autonomous Vehicles |
title_sort | preview control with dynamic constraints for autonomous vehicles |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8347934/ https://www.ncbi.nlm.nih.gov/pubmed/34372392 http://dx.doi.org/10.3390/s21155155 |
work_keys_str_mv | AT lirui previewcontrolwithdynamicconstraintsforautonomousvehicles AT ouyangqi previewcontrolwithdynamicconstraintsforautonomousvehicles AT cuiyue previewcontrolwithdynamicconstraintsforautonomousvehicles AT jinyang previewcontrolwithdynamicconstraintsforautonomousvehicles |