Dynamic simulation of insulin-glucose interaction in type 1 diabetes with MATLAB Simulink
Diabetes is a complex multifactorial disease where a person endures hyperglycemia in a long period. There have been large interest to perform dynamic simulation of insulin-glucose interaction to obtain a new insight of glucose homeostasis in a diabetic patient. Type 1 diabetes is characterized by th...
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Published in | IOP conference series. Materials Science and Engineering Vol. 778; no. 1; pp. 12147 - 12156 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
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Bristol
IOP Publishing
01.04.2020
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ISSN | 1757-8981 1757-899X |
DOI | 10.1088/1757-899X/778/1/012147 |
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Abstract | Diabetes is a complex multifactorial disease where a person endures hyperglycemia in a long period. There have been large interest to perform dynamic simulation of insulin-glucose interaction to obtain a new insight of glucose homeostasis in a diabetic patient. Type 1 diabetes is characterized by the inability of β-cell in the pancreas to produce insulin and hence type 1 diabetes patient needs continuous insulin injection throughout their lives. Here, an educational module for process control in chemical engineering education has been developed to describe the insulin-glucose interaction. The model used an extended version of the minimal model (Bergman model) to simulate the interaction of insulin-glucose using state-space and SIMULINK. The state-space model development through classic linearization method followed by open-loop as well as a closed-loop simulation in SIMULINK was presented. The model was then used to simulate the meal disturbance over 24 h of simulation time. Various PI parameters were compared based on ITAE tuning methods in order to evaluate the dynamics of insulin-glucose interaction. |
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AbstractList | Diabetes is a complex multifactorial disease where a person endures hyperglycemia in a long period. There have been large interest to perform dynamic simulation of insulin-glucose interaction to obtain a new insight of glucose homeostasis in a diabetic patient. Type 1 diabetes is characterized by the inability of β-cell in the pancreas to produce insulin and hence type 1 diabetes patient needs continuous insulin injection throughout their lives. Here, an educational module for process control in chemical engineering education has been developed to describe the insulin-glucose interaction. The model used an extended version of the minimal model (Bergman model) to simulate the interaction of insulin-glucose using state-space and SIMULINK. The state-space model development through classic linearization method followed by open-loop as well as a closed-loop simulation in SIMULINK was presented. The model was then used to simulate the meal disturbance over 24 h of simulation time. Various PI parameters were compared based on ITAE tuning methods in order to evaluate the dynamics of insulin-glucose interaction. |
Author | Sarto Mufti Azis, Muhammad Kristanto, Jonas |
Author_xml | – sequence: 1 givenname: Muhammad surname: Mufti Azis fullname: Mufti Azis, Muhammad email: muhammad.azis@ugm.ac.id organization: Department of Chemical Engineering, Faculty of Engineering, Universitas Gadjah Mada , Indonesia – sequence: 2 givenname: Jonas surname: Kristanto fullname: Kristanto, Jonas organization: Department of Chemical Engineering, Faculty of Engineering, Universitas Gadjah Mada , Indonesia – sequence: 3 surname: Sarto fullname: Sarto organization: Department of Chemical Engineering, Faculty of Engineering, Universitas Gadjah Mada , Indonesia |
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Cites_doi | 10.1016/j.numecd.2019.04.009 10.1210/jc.2012-4127 10.1136/bmjdrc-2015-000161 10.1016/j.dsx.2018.08.029 10.1016/j.diabres.2019.05.024 10.1172/JCI110398 10.1016/j.compchemeng.2006.05.012 10.1016/j.dsx.2019.07.041 |
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References_xml | – ident: MSE_778_1_012147bib11 – ident: MSE_778_1_012147bib2 – volume: 29 start-page: 736 year: 2019 ident: MSE_778_1_012147bib5 article-title: Impact of severe and symptomatic hypoglycemia on quality of life and fear of hypoglycemia in type 1 and type 2 diabetes. Results of the Hypos-1 observational study publication-title: Nutr. Metab. Cardiovasc. Dis. doi: 10.1016/j.numecd.2019.04.009 – volume: 98 start-page: 1845 year: 2013 ident: MSE_778_1_012147bib12 article-title: Hypoglycemia and diabetes: A report of a workgroup of the american diabetes association and the endocrine society publication-title: J. Clin. Endocrinol. Metab. doi: 10.1210/jc.2012-4127 – volume: 4 start-page: 1 year: 2016 ident: MSE_778_1_012147bib1 article-title: Type 1 diabetes prevalence increasing globally and regionally: The role of natural selection and life expectancy at birth,” publication-title: BMJ Open Diabetes Res. Care doi: 10.1136/bmjdrc-2015-000161 – volume: 13 start-page: 90 year: 2019 ident: MSE_778_1_012147bib14 article-title: Comparative analysis of plasma total antioxidant capacity in patients with hyperglycemia and hyperglycemia plus dyslipidemia publication-title: Diabetes Metab. Syndr. Clin. Res. Rev. doi: 10.1016/j.dsx.2018.08.029 – volume: 282 start-page: E992 year: 2002 ident: MSE_778_1_012147bib7 article-title: Partitioning glucose distribution/transport, disposal, and endogenous production during IVGTT publication-title: Am. J. Physiol. Metab. – volume: 153 start-page: 1 year: 2019 ident: MSE_778_1_012147bib4 article-title: Effect of hyperglycemia on cerebral blood flow in patients with diabetes publication-title: Diabetes Res. Clin. Pract. doi: 10.1016/j.diabres.2019.05.024 – start-page: 55 year: 2016 ident: MSE_778_1_012147bib8 article-title: Glucose-Insulin System Based on Minimal Model: A Realistic Approach – volume: 64 start-page: 8 year: 2005 ident: MSE_778_1_012147bib9 article-title: Minimal model: Perspective from 2005 publication-title: Horm. Res. – volume: 68 start-page: 1456 year: 1981 ident: MSE_778_1_012147bib6 article-title: Physiologic Evaluation of Factors Controlling Glucose Tolerance in Man from The Response to Intravenous Glucose publication-title: J. Clin. Invest. doi: 10.1172/JCI110398 – volume: 30 start-page: 1749 year: 2006 ident: MSE_778_1_012147bib10 article-title: Renovating the undergraduate process control course publication-title: Comput. Chem. Eng. doi: 10.1016/j.compchemeng.2006.05.012 – ident: MSE_778_1_012147bib3 – year: 2019 ident: MSE_778_1_012147bib13 article-title: Health risks and interventions in prediabetes: A review doi: 10.1016/j.dsx.2019.07.041 |
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SubjectTerms | Chemical engineering Diabetes dynamic Engineering education Glucose Homeostasis Hyperglycemia Insulin minimal model Pancreas Process controls Simulation State space models |
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Title | Dynamic simulation of insulin-glucose interaction in type 1 diabetes with MATLAB Simulink |
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