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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Institution of Engineering and Technology
2020
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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). |
format | Online Article Text |
id | pubmed-8687336 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | The Institution of Engineering and Technology |
record_format | MEDLINE/PubMed |
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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