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Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method

This paper deals with the design of robust observer based output feedback control law for the stabilisation of an uncertain nonlinear system and subsequently apply the developed method for the regulation of plasma glucose concentration in Type 1 diabetes (T1D) patients. The principal objective behin...

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Detalles Bibliográficos
Autores principales: Nath, Anirudh, Dey, Rajeeb
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Institution of Engineering and Technology 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687389/
https://www.ncbi.nlm.nih.gov/pubmed/33444475
http://dx.doi.org/10.1049/iet-syb.2018.5054
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author Nath, Anirudh
Dey, Rajeeb
author_facet Nath, Anirudh
Dey, Rajeeb
author_sort Nath, Anirudh
collection PubMed
description This paper deals with the design of robust observer based output feedback control law for the stabilisation of an uncertain nonlinear system and subsequently apply the developed method for the regulation of plasma glucose concentration in Type 1 diabetes (T1D) patients. The principal objective behind the proposed design is to deal with the issues of intra‐patient parametric variation and non‐availability of all state variables for measurement. The proposed control technique for the T1D patient model is based on the attractive ellipsoid method (AEM). The observer and controller conditions are obtained in terms of linear matrix inequality (LMI), thus allowing to compute easily both the observer and controller gains. The closed‐loop response obtained using the designed controller avoids adverse situations of hypoglycemia and post‐prandial hyperglycemia under uncertain conditions. Further to validate the robustness of the design, closed‐loop simulations of random 200 virtual T1D patients considering parameters within the considered ranges are presented. The results indicate that hypoglycemia and post‐prandial hyperglycemia are significantly reduced in the presence of bounded ([Formula: see text] ) parametric variability and uncertain exogenous meal disturbance.
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spelling pubmed-86873892022-02-16 Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method Nath, Anirudh Dey, Rajeeb IET Syst Biol Research Article This paper deals with the design of robust observer based output feedback control law for the stabilisation of an uncertain nonlinear system and subsequently apply the developed method for the regulation of plasma glucose concentration in Type 1 diabetes (T1D) patients. The principal objective behind the proposed design is to deal with the issues of intra‐patient parametric variation and non‐availability of all state variables for measurement. The proposed control technique for the T1D patient model is based on the attractive ellipsoid method (AEM). The observer and controller conditions are obtained in terms of linear matrix inequality (LMI), thus allowing to compute easily both the observer and controller gains. The closed‐loop response obtained using the designed controller avoids adverse situations of hypoglycemia and post‐prandial hyperglycemia under uncertain conditions. Further to validate the robustness of the design, closed‐loop simulations of random 200 virtual T1D patients considering parameters within the considered ranges are presented. The results indicate that hypoglycemia and post‐prandial hyperglycemia are significantly reduced in the presence of bounded ([Formula: see text] ) parametric variability and uncertain exogenous meal disturbance. The Institution of Engineering and Technology 2019-03-11 /pmc/articles/PMC8687389/ /pubmed/33444475 http://dx.doi.org/10.1049/iet-syb.2018.5054 Text en © 2019 The Institution of Engineering and Technology https://creativecommons.org/licenses/by/3.0/This is an open access article published by the IET under the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/ (https://creativecommons.org/licenses/by/3.0/) )
spellingShingle Research Article
Nath, Anirudh
Dey, Rajeeb
Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method
title Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method
title_full Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method
title_fullStr Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method
title_full_unstemmed Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method
title_short Robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method
title_sort robust observer based control for plasma glucose regulation in type 1 diabetes patient using attractive ellipsoid method
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687389/
https://www.ncbi.nlm.nih.gov/pubmed/33444475
http://dx.doi.org/10.1049/iet-syb.2018.5054
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