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Applicant hierarchical fuzzy controller for concentration control of simulated moving bed
Simulated moving bed (SMB) is a kind of continuous process which can increase the efficiency of adsorbents in the adsorbent bed. It contains several sectors of flow rate, the switching time of valves and many other possible influencing variables, moreover, these parameters are highly sensitive, so i...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8413436/ https://www.ncbi.nlm.nih.gov/pubmed/34475517 http://dx.doi.org/10.1038/s41598-021-97134-5 |
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author | Xie, Chaofan Tang, Yang-jie |
author_facet | Xie, Chaofan Tang, Yang-jie |
author_sort | Xie, Chaofan |
collection | PubMed |
description | Simulated moving bed (SMB) is a kind of continuous process which can increase the efficiency of adsorbents in the adsorbent bed. It contains several sectors of flow rate, the switching time of valves and many other possible influencing variables, moreover, these parameters are highly sensitive, so it is very difficult to achieve precise prediction and control. Model predictive control and PID controller are often used in industrial system. Model predictive control needs a lot of accurate industry experience data, and PID controller depends on the selection of control parameters. Therefore, SMB needs an intelligent controller to bypass those complex mechanisms and parameter adjustment processes. This paper we propose the hierarchical fuzzy controller fuzzy controller which is applied to the SMB system to observe the final concentration. Compared with the PID and MPC controller, it is found that the hierarchical fuzzy controller can control good without knowing the system parameters too accurately. |
format | Online Article Text |
id | pubmed-8413436 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84134362021-09-07 Applicant hierarchical fuzzy controller for concentration control of simulated moving bed Xie, Chaofan Tang, Yang-jie Sci Rep Article Simulated moving bed (SMB) is a kind of continuous process which can increase the efficiency of adsorbents in the adsorbent bed. It contains several sectors of flow rate, the switching time of valves and many other possible influencing variables, moreover, these parameters are highly sensitive, so it is very difficult to achieve precise prediction and control. Model predictive control and PID controller are often used in industrial system. Model predictive control needs a lot of accurate industry experience data, and PID controller depends on the selection of control parameters. Therefore, SMB needs an intelligent controller to bypass those complex mechanisms and parameter adjustment processes. This paper we propose the hierarchical fuzzy controller fuzzy controller which is applied to the SMB system to observe the final concentration. Compared with the PID and MPC controller, it is found that the hierarchical fuzzy controller can control good without knowing the system parameters too accurately. Nature Publishing Group UK 2021-09-02 /pmc/articles/PMC8413436/ /pubmed/34475517 http://dx.doi.org/10.1038/s41598-021-97134-5 Text en © The Author(s) 2021 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 Xie, Chaofan Tang, Yang-jie Applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
title | Applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
title_full | Applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
title_fullStr | Applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
title_full_unstemmed | Applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
title_short | Applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
title_sort | applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8413436/ https://www.ncbi.nlm.nih.gov/pubmed/34475517 http://dx.doi.org/10.1038/s41598-021-97134-5 |
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