An adaptive back-stepping control for blood glucose regulation in type 1 diabetes. (April 2021)
- Record Type:
- Journal Article
- Title:
- An adaptive back-stepping control for blood glucose regulation in type 1 diabetes. (April 2021)
- Main Title:
- An adaptive back-stepping control for blood glucose regulation in type 1 diabetes
- Authors:
- Sepasi, Shiva
Kalat, Ali Akbarzadeh
Seyedabadi, Masoud - Abstract:
- Highlights: A new adaptive back stepping control method has been suggested for regulating blood glucose in type 1 diabetics. Due to choose adaptive control scheme, it does not need parameters of model of blood glucose to be known. Convergence of blood glucose to its desired value is guaranteed by Lyapunov stability theory. Abstract: In this paper, an adaptive back-stepping controller is designed to regulate the blood glucose in type 1 diabetics. Bergman's minimal model (BMM) is employed to mathematically model Type 1 diabetes mellitus (T1DM). Firstly, an adaptive virtual controller is designed to bring back the blood glucose level to its safe range. Then, a second adaptive controller is designed to determine the insulin intake. Controller performance and asymptotic stability of the adaptive back-stepping method is proved using Lyapunov stability theory. To verify the effectiveness of the proposed approach in tracking the desired blood glucose, simulation results have been performed. Meal disturbance to diabetes patient is also definitely described and is presented in simulation results. The results show the advantages of the proposed controller such as proper convergence time, robustness in the presence of external disturbances and uncertainties in human body parameters.
- Is Part Of:
- Biomedical signal processing and control. Volume 66(2021)
- Journal:
- Biomedical signal processing and control
- Issue:
- Volume 66(2021)
- Issue Display:
- Volume 66, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 66
- Issue:
- 2021
- Issue Sort Value:
- 2021-0066-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-04
- Subjects:
- Type 1 diabetes mellitus (T1DM) -- Bergman's minimal model (BMM) -- Adaptive back-stepping control -- Lyapunov stability theory -- Insulin dose
Signal processing -- Periodicals
Biomedical engineering -- Periodicals
Signal Processing, Computer-Assisted -- Periodicals
Image Processing, Computer-Assisted -- Periodicals
Biomedical Engineering -- Periodicals
610.28 - Journal URLs:
- http://www.sciencedirect.com/science/journal/17468094 ↗
http://www.elsevier.com/journals ↗
http://www.sciencedirect.com/science?_ob=PublicationURL&_tockey=%23TOC%2329675%232006%23999989998%23626449%23FLA%23&_cdi=29675&_pubType=J&_auth=y&_acct=C000045259&_version=1&_urlVersion=0&_userid=836873&md5=664b5cf9a57fc91971a17faf20c32ec1 ↗ - DOI:
- 10.1016/j.bspc.2021.102498 ↗
- Languages:
- English
- ISSNs:
- 1746-8094
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2087.880400
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- 23779.xml