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Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller

In this paper, the low-level velocity controller of an autonomous vehicle is studied. The performance of the traditional controller used in this kind of system, a PID, is analyzed. This kind of controller cannot follow ramp references without error, so when the reference implies a change in the spee...

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Detalles Bibliográficos
Autores principales: Acosta, Daniel, Fariña, Bibiana, Toledo, Jonay, Acosta, Leopoldo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10051309/
https://www.ncbi.nlm.nih.gov/pubmed/36991899
http://dx.doi.org/10.3390/s23063191
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author Acosta, Daniel
Fariña, Bibiana
Toledo, Jonay
Acosta, Leopoldo
author_facet Acosta, Daniel
Fariña, Bibiana
Toledo, Jonay
Acosta, Leopoldo
author_sort Acosta, Daniel
collection PubMed
description In this paper, the low-level velocity controller of an autonomous vehicle is studied. The performance of the traditional controller used in this kind of system, a PID, is analyzed. This kind of controller cannot follow ramp references without error, so when the reference implies a change in the speed, the vehicle cannot follow the proposed reference, and there is a significant difference between the actual and desired vehicle behaviors. A fractional controller is proposed which changes the ordinary dynamics allowing faster responses for small times, at the cost of slower responses for large times. The idea is to take advantage of this fact to follow fast setpoint changes with a smaller error than that obtained with a classic non-fractional PI controller. Using this controller, the vehicle can follow variable speed references with zero stationary error, significantly reducing the difference between reference and actual vehicle behavior. The paper presents the fractional controller, studies its stability in function of the fractional parameters, designs the controller, and tests its stability. The designed controller is tested on a real prototype, and its behavior is compared to a standard PID controller. The designed fractional PID controller overcomes the results of the standard PID controller.
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spelling pubmed-100513092023-03-30 Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller Acosta, Daniel Fariña, Bibiana Toledo, Jonay Acosta, Leopoldo Sensors (Basel) Article In this paper, the low-level velocity controller of an autonomous vehicle is studied. The performance of the traditional controller used in this kind of system, a PID, is analyzed. This kind of controller cannot follow ramp references without error, so when the reference implies a change in the speed, the vehicle cannot follow the proposed reference, and there is a significant difference between the actual and desired vehicle behaviors. A fractional controller is proposed which changes the ordinary dynamics allowing faster responses for small times, at the cost of slower responses for large times. The idea is to take advantage of this fact to follow fast setpoint changes with a smaller error than that obtained with a classic non-fractional PI controller. Using this controller, the vehicle can follow variable speed references with zero stationary error, significantly reducing the difference between reference and actual vehicle behavior. The paper presents the fractional controller, studies its stability in function of the fractional parameters, designs the controller, and tests its stability. The designed controller is tested on a real prototype, and its behavior is compared to a standard PID controller. The designed fractional PID controller overcomes the results of the standard PID controller. MDPI 2023-03-16 /pmc/articles/PMC10051309/ /pubmed/36991899 http://dx.doi.org/10.3390/s23063191 Text en © 2023 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
Acosta, Daniel
Fariña, Bibiana
Toledo, Jonay
Acosta, Leopoldo
Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller
title Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller
title_full Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller
title_fullStr Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller
title_full_unstemmed Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller
title_short Improving Mobile Robot Maneuver Performance Using Fractional-Order Controller
title_sort improving mobile robot maneuver performance using fractional-order controller
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10051309/
https://www.ncbi.nlm.nih.gov/pubmed/36991899
http://dx.doi.org/10.3390/s23063191
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