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Robust multi‐objective blood glucose control in Type‐1 diabetic patient
In this study, an automatic robust multi‐objective controller has been proposed for blood glucose (BG) regulation in Type‐1 Diabetic Mellitus (T1DM) patient through subcutaneous route. The main objective of this work is to control the BG level in T1DM patient in the presence of unannounced meal dist...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Institution of Engineering and Technology
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687400/ https://www.ncbi.nlm.nih.gov/pubmed/31170693 http://dx.doi.org/10.1049/iet-syb.2018.5093 |
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author | Mandal, Sharmistha Sutradhar, Ashoke |
author_facet | Mandal, Sharmistha Sutradhar, Ashoke |
author_sort | Mandal, Sharmistha |
collection | PubMed |
description | In this study, an automatic robust multi‐objective controller has been proposed for blood glucose (BG) regulation in Type‐1 Diabetic Mellitus (T1DM) patient through subcutaneous route. The main objective of this work is to control the BG level in T1DM patient in the presence of unannounced meal disturbances and other external noises with a minimum amount of insulin infusion rate. The multi‐objective output‐feedback controller with H(∞), H(2) and pole‐placement constraints has been designed using linear matrix inequality technique. The designed controller for subcutaneous insulin delivery was tested on in silico adult and adolescent subjects of UVa/Padova T1DM metabolic simulator. The experimental results show that the closed‐loop system tracks the reference BG level very well and does not show any hypoglycaemia effect even during the long gap of a meal at night both for in silico adults and adolescent. In the presence of 50 gm meal disturbance, average adult experience normoglycaemia 92% of the total simulation time and hypoglycaemia 0% of total simulation time. The robustness of the controller has been tested in the presence of irregular meals and insulin pump noise and error. The controller yielded robust performance with a lesser amount of insulin infusion rate than the other designed controllers reported earlier. |
format | Online Article Text |
id | pubmed-8687400 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | The Institution of Engineering and Technology |
record_format | MEDLINE/PubMed |
spelling | pubmed-86874002022-02-16 Robust multi‐objective blood glucose control in Type‐1 diabetic patient Mandal, Sharmistha Sutradhar, Ashoke IET Syst Biol Research Article In this study, an automatic robust multi‐objective controller has been proposed for blood glucose (BG) regulation in Type‐1 Diabetic Mellitus (T1DM) patient through subcutaneous route. The main objective of this work is to control the BG level in T1DM patient in the presence of unannounced meal disturbances and other external noises with a minimum amount of insulin infusion rate. The multi‐objective output‐feedback controller with H(∞), H(2) and pole‐placement constraints has been designed using linear matrix inequality technique. The designed controller for subcutaneous insulin delivery was tested on in silico adult and adolescent subjects of UVa/Padova T1DM metabolic simulator. The experimental results show that the closed‐loop system tracks the reference BG level very well and does not show any hypoglycaemia effect even during the long gap of a meal at night both for in silico adults and adolescent. In the presence of 50 gm meal disturbance, average adult experience normoglycaemia 92% of the total simulation time and hypoglycaemia 0% of total simulation time. The robustness of the controller has been tested in the presence of irregular meals and insulin pump noise and error. The controller yielded robust performance with a lesser amount of insulin infusion rate than the other designed controllers reported earlier. The Institution of Engineering and Technology 2019-06-01 /pmc/articles/PMC8687400/ /pubmed/31170693 http://dx.doi.org/10.1049/iet-syb.2018.5093 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 Mandal, Sharmistha Sutradhar, Ashoke Robust multi‐objective blood glucose control in Type‐1 diabetic patient |
title | Robust multi‐objective blood glucose control in Type‐1 diabetic patient |
title_full | Robust multi‐objective blood glucose control in Type‐1 diabetic patient |
title_fullStr | Robust multi‐objective blood glucose control in Type‐1 diabetic patient |
title_full_unstemmed | Robust multi‐objective blood glucose control in Type‐1 diabetic patient |
title_short | Robust multi‐objective blood glucose control in Type‐1 diabetic patient |
title_sort | robust multi‐objective blood glucose control in type‐1 diabetic patient |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687400/ https://www.ncbi.nlm.nih.gov/pubmed/31170693 http://dx.doi.org/10.1049/iet-syb.2018.5093 |
work_keys_str_mv | AT mandalsharmistha robustmultiobjectivebloodglucosecontrolintype1diabeticpatient AT sutradharashoke robustmultiobjectivebloodglucosecontrolintype1diabeticpatient |