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Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach
In practice, there are many physical systems that can have only positive inputs, such as physiological systems. Most conventional control methods cannot ensure that the main system input is positive. A positive input observer‐based controller is designed for an intravenous glucose tolerance test mod...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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John Wiley and Sons Inc.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9469794/ https://www.ncbi.nlm.nih.gov/pubmed/35975823 http://dx.doi.org/10.1049/syb2.12049 |
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author | Homayounzade, Mohamadreza |
author_facet | Homayounzade, Mohamadreza |
author_sort | Homayounzade, Mohamadreza |
collection | PubMed |
description | In practice, there are many physical systems that can have only positive inputs, such as physiological systems. Most conventional control methods cannot ensure that the main system input is positive. A positive input observer‐based controller is designed for an intravenous glucose tolerance test model of type 1 diabetes mellitus (T1DM). The backstepping (BS) approach is employed to design the feedback controller for artificial pancreas (AP) systems, based on the Extended Bergman's Minimal Model (EBMM). The EBMM represents the T1DM in terms of the blood glucose concentration (BGC), insulin concentration, and plasma level and the disturbance of insulin during medication due to either meal intake or burning sugar by doing some physical exercise. The insulin concentration and plasma level are estimated using observers, and these estimations are applied as feedback to the controller. The asymptotic stability of the observer‐based controller is proved using the Lyapunov theorem. Moreover, it is proved that the system is bounded input‐bounded output (BIBO) stable in the presence of uncertainties generated by uncertain parameters and external disturbance. For realistic situations, we consider only the BGC to be available for measurement and additionally inter‐and intra‐patient variability of system parameters is considered. |
format | Online Article Text |
id | pubmed-9469794 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94697942022-09-27 Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach Homayounzade, Mohamadreza IET Syst Biol Original Research In practice, there are many physical systems that can have only positive inputs, such as physiological systems. Most conventional control methods cannot ensure that the main system input is positive. A positive input observer‐based controller is designed for an intravenous glucose tolerance test model of type 1 diabetes mellitus (T1DM). The backstepping (BS) approach is employed to design the feedback controller for artificial pancreas (AP) systems, based on the Extended Bergman's Minimal Model (EBMM). The EBMM represents the T1DM in terms of the blood glucose concentration (BGC), insulin concentration, and plasma level and the disturbance of insulin during medication due to either meal intake or burning sugar by doing some physical exercise. The insulin concentration and plasma level are estimated using observers, and these estimations are applied as feedback to the controller. The asymptotic stability of the observer‐based controller is proved using the Lyapunov theorem. Moreover, it is proved that the system is bounded input‐bounded output (BIBO) stable in the presence of uncertainties generated by uncertain parameters and external disturbance. For realistic situations, we consider only the BGC to be available for measurement and additionally inter‐and intra‐patient variability of system parameters is considered. John Wiley and Sons Inc. 2022-08-17 /pmc/articles/PMC9469794/ /pubmed/35975823 http://dx.doi.org/10.1049/syb2.12049 Text en © 2022 The Authors. IET Systems Biology published by John Wiley & Sons Ltd on behalf of The Institution of Engineering and Technology. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | Original Research Homayounzade, Mohamadreza Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach |
title | Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach |
title_full | Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach |
title_fullStr | Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach |
title_full_unstemmed | Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach |
title_short | Positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: A backstepping approach |
title_sort | positive input observer‐based controller design for blood glucose regulation for type 1 diabetic patients: a backstepping approach |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9469794/ https://www.ncbi.nlm.nih.gov/pubmed/35975823 http://dx.doi.org/10.1049/syb2.12049 |
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