Applicant hierarchical fuzzy controller for concentration control of simulated moving bed
Abstract 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 sensit...
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2021
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oai:doaj.org-article:032fe76b665c40f0806440c4ed33d0a92021-12-02T19:09:30ZApplicant hierarchical fuzzy controller for concentration control of simulated moving bed10.1038/s41598-021-97134-52045-2322https://doaj.org/article/032fe76b665c40f0806440c4ed33d0a92021-09-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-97134-5https://doaj.org/toc/2045-2322Abstract 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.Chaofan XieYang-jie TangNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-24 (2021) |
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Medicine R Science Q Chaofan Xie Yang-jie Tang Applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
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Abstract 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 |
article |
author |
Chaofan Xie Yang-jie Tang |
author_facet |
Chaofan Xie Yang-jie Tang |
author_sort |
Chaofan Xie |
title |
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_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_sort |
applicant hierarchical fuzzy controller for concentration control of simulated moving bed |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/032fe76b665c40f0806440c4ed33d0a9 |
work_keys_str_mv |
AT chaofanxie applicanthierarchicalfuzzycontrollerforconcentrationcontrolofsimulatedmovingbed AT yangjietang applicanthierarchicalfuzzycontrollerforconcentrationcontrolofsimulatedmovingbed |
_version_ |
1718377069560201216 |