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Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus

This study elaborates on the design of artificial pancreas using model predictive control algorithm for a comprehensive physiological model such as the Sorensen model, which regulates the blood glucose and can have a longer control time in normal glycaemic region. The main objective of the proposed...

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Autores principales: Crecil Dias, Cifha, Kamath, Surekha, Vidyasagar, Sudha
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Institution of Engineering and Technology 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687336/
https://www.ncbi.nlm.nih.gov/pubmed/32406378
http://dx.doi.org/10.1049/iet-syb.2019.0101
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author Crecil Dias, Cifha
Kamath, Surekha
Vidyasagar, Sudha
author_facet Crecil Dias, Cifha
Kamath, Surekha
Vidyasagar, Sudha
author_sort Crecil Dias, Cifha
collection PubMed
description This study elaborates on the design of artificial pancreas using model predictive control algorithm for a comprehensive physiological model such as the Sorensen model, which regulates the blood glucose and can have a longer control time in normal glycaemic region. The main objective of the proposed algorithm is to eliminate the risk of hyper and hypoglycaemia and have a precise infusion of hormones: insulin and glucagon. A single model predictive controller is developed to control the bihormones, insulin, and glucagon for such a development unmeasured disturbance is considered for a random time. The simulation result for the proposed algorithm performed good regulation lowering the hypoglycaemia risk and maintaining the glucose level within the normal glycaemic range. To validate the performance of the tracking of output and setpoint, average tracking error is used and 4.4 mg/dl results are obtained while compared with standard value (14.3 mg/dl).
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spelling pubmed-86873362022-02-16 Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus Crecil Dias, Cifha Kamath, Surekha Vidyasagar, Sudha IET Syst Biol Research Article This study elaborates on the design of artificial pancreas using model predictive control algorithm for a comprehensive physiological model such as the Sorensen model, which regulates the blood glucose and can have a longer control time in normal glycaemic region. The main objective of the proposed algorithm is to eliminate the risk of hyper and hypoglycaemia and have a precise infusion of hormones: insulin and glucagon. A single model predictive controller is developed to control the bihormones, insulin, and glucagon for such a development unmeasured disturbance is considered for a random time. The simulation result for the proposed algorithm performed good regulation lowering the hypoglycaemia risk and maintaining the glucose level within the normal glycaemic range. To validate the performance of the tracking of output and setpoint, average tracking error is used and 4.4 mg/dl results are obtained while compared with standard value (14.3 mg/dl). The Institution of Engineering and Technology 2020-06-01 /pmc/articles/PMC8687336/ /pubmed/32406378 http://dx.doi.org/10.1049/iet-syb.2019.0101 Text en © 2020 The Institution of Engineering and Technology https://creativecommons.org/licenses/by-nc/3.0/This is an open access article published by the IET under the Creative Commons Attribution ‐NonCommercial License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) )
spellingShingle Research Article
Crecil Dias, Cifha
Kamath, Surekha
Vidyasagar, Sudha
Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus
title Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus
title_full Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus
title_fullStr Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus
title_full_unstemmed Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus
title_short Blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus
title_sort blood glucose regulation and control of insulin and glucagon infusion using single model predictive control for type 1 diabetes mellitus
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687336/
https://www.ncbi.nlm.nih.gov/pubmed/32406378
http://dx.doi.org/10.1049/iet-syb.2019.0101
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