Robust dynamic output feedback control of blood glucose level in diabetic rat with robust descriptor Kalman filter. (January 2022)
- Record Type:
- Journal Article
- Title:
- Robust dynamic output feedback control of blood glucose level in diabetic rat with robust descriptor Kalman filter. (January 2022)
- Main Title:
- Robust dynamic output feedback control of blood glucose level in diabetic rat with robust descriptor Kalman filter
- Authors:
- Rahmanian, Farnoosh
Asemani, Mohammad Hassan
Dehghani, Maryam
Mobayen, Saleh - Abstract:
- Highlights: Considering a time-varying uncertain model of Type-1 Diabetic rat. Proposition of appropriate controller for the singular model of diabetic rat. Design of μ-synthesis and H∞ controllers, under disturbance and stochastic noise. Proposing a robust estimator for descriptor model of the diabetic rat. Connecting the robust controller to the estimator to improve the control action. Abstract: This paper deals with the robust control problem for a model of blood glucose system in Type-1 diabetic rats with disturbances (food, physical activity, and insulin sensitivity parameter) and model uncertainties. The considered model has a special structure, which can be written as a descriptor model. The robust control law is designed such that the output of the system tracks the desired reference signal despite the parameter uncertainties. By utilizing the μ -synthesis-based and H ∞ controller design methods, the desired input signals (insulin for injection) are designed for both approaches and compared with each other. Moreover, the control structure is considered in a way that the states are not essential to be directly measured, and instead, the states estimation is utilized which operates in the closed-loop system together with a control law. Due to the existence of the model uncertainties, external disturbances, and also the characteristics of the descriptor system, the robust descriptor Kalman filter is designed for this system. Finally, to demonstrate the efficiency of theHighlights: Considering a time-varying uncertain model of Type-1 Diabetic rat. Proposition of appropriate controller for the singular model of diabetic rat. Design of μ-synthesis and H∞ controllers, under disturbance and stochastic noise. Proposing a robust estimator for descriptor model of the diabetic rat. Connecting the robust controller to the estimator to improve the control action. Abstract: This paper deals with the robust control problem for a model of blood glucose system in Type-1 diabetic rats with disturbances (food, physical activity, and insulin sensitivity parameter) and model uncertainties. The considered model has a special structure, which can be written as a descriptor model. The robust control law is designed such that the output of the system tracks the desired reference signal despite the parameter uncertainties. By utilizing the μ -synthesis-based and H ∞ controller design methods, the desired input signals (insulin for injection) are designed for both approaches and compared with each other. Moreover, the control structure is considered in a way that the states are not essential to be directly measured, and instead, the states estimation is utilized which operates in the closed-loop system together with a control law. Due to the existence of the model uncertainties, external disturbances, and also the characteristics of the descriptor system, the robust descriptor Kalman filter is designed for this system. Finally, to demonstrate the efficiency of the proposed methods, they are applied to the model, and simulations are provided. The results show the closed-loop system including the descriptor model, robust controller, and robust descriptor Kalman filter can force the blood glucose level to maintain in the normal range successfully with an acceptable state estimation error. … (more)
- Is Part Of:
- Biomedical signal processing and control. Volume 71(2022)Part A
- Journal:
- Biomedical signal processing and control
- Issue:
- Volume 71(2022)Part A
- Issue Display:
- Volume 71, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 71
- Issue:
- 2022
- Issue Sort Value:
- 2022-0071-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-01
- Subjects:
- Diabetes -- Rat -- Robust control -- H∞ controller -- μ synthesis -- Robust descriptor Kalman filter
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.2021.103088 ↗
- 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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