Observer based nonlinear control design for glucose regulation in type 1 diabetic patients: An LMI approach. (January 2019)
- Record Type:
- Journal Article
- Title:
- Observer based nonlinear control design for glucose regulation in type 1 diabetic patients: An LMI approach. (January 2019)
- Main Title:
- Observer based nonlinear control design for glucose regulation in type 1 diabetic patients: An LMI approach
- Authors:
- Nath, Anirudh
Dey, Rajeeb
Aguilar-Avelar, Carlos - Abstract:
- Abstract: This paper deals with the design of observer-based nonlinear control of blood glucose concentration (BGC) of Type 1 diabetes mellitus (T1DM) patients in a Linear Matrix Inequality (LMI) framework. The controller design relies on the information of the states obtained from a nonlinear observer. The control law is derived using feedback linearisation and regional pole placement technique. Further, a numerical optimisation method is proposed for the computation of the controller gains by capturing the relationship between transformed domain and original domain dynamics by iteratively tuning the circular LMI region parameters (' q ' and ' r ') such that the locations of closed-loop poles of the original nonlinear system are attained. The proposed controller can deliver robust closed-loop response of BGC within a specified range of parametric uncertainty and meal disturbances owing to the appropriately tuned bound of LMI region parameters. The performance of the proposed controller is tested for 100 virtual T1DM patients in the presence of parametric uncertainty and uncertain meal disturbance. Both severe hypoglycemia (<50 mg/dl) and post-prandial hyperglycemia are avoided by the proposed scheme for nominal and uncertain parameters.
- Is Part Of:
- Biomedical signal processing and control. Volume 47(2019)
- Journal:
- Biomedical signal processing and control
- Issue:
- Volume 47(2019)
- Issue Display:
- Volume 47, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 47
- Issue:
- 2019
- Issue Sort Value:
- 2019-0047-2019-0000
- Page Start:
- 7
- Page End:
- 15
- Publication Date:
- 2019-01
- Subjects:
- Type 1 diabetes mellitus -- Nonlinear observer -- Feedback linearisation -- Regional pole placement -- Inter-patient variability
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.2018.07.020 ↗
- 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
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 7980.xml