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A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF)
An automobile's vibration can be caused by stimulation from the road's surface. The change in displacement and acceleration values of the sprung mass is used to evaluate the automobile's vibration. Utilizing an active suspension system is recommended in order to attain an increased le...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10162975/ https://www.ncbi.nlm.nih.gov/pubmed/37147442 http://dx.doi.org/10.1038/s41598-023-34455-7 |
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author | Nguyen, Tuan Anh |
author_facet | Nguyen, Tuan Anh |
author_sort | Nguyen, Tuan Anh |
collection | PubMed |
description | An automobile's vibration can be caused by stimulation from the road's surface. The change in displacement and acceleration values of the sprung mass is used to evaluate the automobile's vibration. Utilizing an active suspension system is recommended in order to attain an increased level of ride comfort. This article presents a novel strategy for regulating the operation of an active suspension system that has been put up for consideration. The PI (Proportional Integral) algorithm, the SMC (Sliding Mode Control) algorithm, and the Fuzzy algorithm served as the basis for developing the FSMPIF algorithm. The signal generated by the SMC algorithm is what is used as the input for the Fuzzy algorithm. In addition, the settings of the PI controller are modified with the help of yet another Fuzzy algorithm. These two Fuzzy methods operate independently from one another and in a setting that is wholly distinct from one another. This algorithm was created in a wholly original and novel way. Using a numerical modelling technique, the vibration of automobiles is investigated with a particular emphasis on two distinct usage situations. In each case, a comparison is made between four different circumstances. Once the FSMPIF method is implemented, the results of the simulation process have demonstrated that the values of displacement and acceleration of the sprung mass are significantly decreased. This was determined by looking at the values before and after implementing the new algorithm. In the first case, these figures do not surpass a difference of 2.55% compared to automobiles that use passive suspension systems. The second case sees these figures falling short of 12.59% in total. As a direct result, the automobile's steadiness and level of comfort have been significantly improved. |
format | Online Article Text |
id | pubmed-10162975 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-101629752023-05-07 A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF) Nguyen, Tuan Anh Sci Rep Article An automobile's vibration can be caused by stimulation from the road's surface. The change in displacement and acceleration values of the sprung mass is used to evaluate the automobile's vibration. Utilizing an active suspension system is recommended in order to attain an increased level of ride comfort. This article presents a novel strategy for regulating the operation of an active suspension system that has been put up for consideration. The PI (Proportional Integral) algorithm, the SMC (Sliding Mode Control) algorithm, and the Fuzzy algorithm served as the basis for developing the FSMPIF algorithm. The signal generated by the SMC algorithm is what is used as the input for the Fuzzy algorithm. In addition, the settings of the PI controller are modified with the help of yet another Fuzzy algorithm. These two Fuzzy methods operate independently from one another and in a setting that is wholly distinct from one another. This algorithm was created in a wholly original and novel way. Using a numerical modelling technique, the vibration of automobiles is investigated with a particular emphasis on two distinct usage situations. In each case, a comparison is made between four different circumstances. Once the FSMPIF method is implemented, the results of the simulation process have demonstrated that the values of displacement and acceleration of the sprung mass are significantly decreased. This was determined by looking at the values before and after implementing the new algorithm. In the first case, these figures do not surpass a difference of 2.55% compared to automobiles that use passive suspension systems. The second case sees these figures falling short of 12.59% in total. As a direct result, the automobile's steadiness and level of comfort have been significantly improved. Nature Publishing Group UK 2023-05-05 /pmc/articles/PMC10162975/ /pubmed/37147442 http://dx.doi.org/10.1038/s41598-023-34455-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Nguyen, Tuan Anh A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF) |
title | A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF) |
title_full | A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF) |
title_fullStr | A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF) |
title_full_unstemmed | A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF) |
title_short | A novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (FSMPIF) |
title_sort | novel approach with a fuzzy sliding mode proportional integral control algorithm tuned by fuzzy method (fsmpif) |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10162975/ https://www.ncbi.nlm.nih.gov/pubmed/37147442 http://dx.doi.org/10.1038/s41598-023-34455-7 |
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