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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-10051309 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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