Literature DB >> 19846371

A gain-scheduling model predictive controller for blood glucose control in type 1 diabetes.

Amjad Abu-Rmileh1, Winston Garcia-Gabin.   

Abstract

This paper presents a control strategy for blood glucose (BG) level regulation in type 1 diabetic patients. To design the controller, model-based predictive control scheme has been applied to a newly developed diabetic patient model. The controller is provided with a feedforward loop to improve meal compensation, a gain-scheduling scheme to account for different BG levels, and an asymmetric cost function to reduce hypoglycemic risk. A simulation environment that has been approved for testing of artificial pancreas control algorithms has been used to test the controller. The simulation results show a good controller performance in fasting conditions and meal disturbance rejection, and robustness against model-patient mismatch and errors in meal estimation.

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Year:  2009        PMID: 19846371     DOI: 10.1109/TBME.2009.2033663

Source DB:  PubMed          Journal:  IEEE Trans Biomed Eng        ISSN: 0018-9294            Impact factor:   4.538


  8 in total

1.  Multilevel model of type 1 diabetes mellitus patients for model-based glucose controllers.

Authors:  Winston Garcia-Gabin; Elling W Jacobsen
Journal:  J Diabetes Sci Technol       Date:  2013-01-01

2.  Use of a food and drug administration-approved type 1 diabetes mellitus simulator to evaluate and optimize a proportional-integral-derivative controller.

Authors:  Srinivas Laxminarayan; Jaques Reifman; Garry M Steil
Journal:  J Diabetes Sci Technol       Date:  2012-11-01

Review 3.  A Review of Emerging Technologies for the Management of Diabetes Mellitus.

Authors:  Konstantia Zarkogianni; Eleni Litsa; Konstantinos Mitsis; Po-Yen Wu; Chanchala D Kaddi; Chih-Wen Cheng; May D Wang; Konstantina S Nikita
Journal:  IEEE Trans Biomed Eng       Date:  2015-08-19       Impact factor: 4.538

4.  Pharmacokinetic Model of the Transport of Fast-Acting Insulin From the Subcutaneous and Intradermal Spaces to Blood.

Authors:  Dayu Lv; Sandip D Kulkarni; Alice Chan; Stephen Keith; Ron Pettis; Boris P Kovatchev; Leon S Farhi; Marc D Breton
Journal:  J Diabetes Sci Technol       Date:  2015-03-09

5.  Automated control of an adaptive bihormonal, dual-sensor artificial pancreas and evaluation during inpatient studies.

Authors:  Peter G Jacobs; Joseph El Youssef; Jessica Castle; Parkash Bakhtiani; Deborah Branigan; Matthew Breen; David Bauer; Nicholas Preiser; Gerald Leonard; Tara Stonex; W Kenneth Ward
Journal:  IEEE Trans Biomed Eng       Date:  2014-05-13       Impact factor: 4.538

6.  Predictive Control of the Blood Glucose Level in Type I Diabetic Patient Using Delay Differential Equation Wang Model.

Authors:  Mojgan Esna-Ashari; Maryam Zekri; Masood Askari; Noushin Khalili
Journal:  J Med Signals Sens       Date:  2017 Jan-Mar

7.  Regulation of Blood Glucose Concentration in Type 1 Diabetics Using Single Order Sliding Mode Control Combined with Fuzzy On-line Tunable Gain, a Simulation Study.

Authors:  Soudabeh Taghian Dinani; Maryam Zekri; Marzieh Kamali
Journal:  J Med Signals Sens       Date:  2015 Jul-Sep

8.  Novel algebraic meal disturbance estimation based adaptive robust control design for blood glucose regulation in type 1 diabetes patients.

Authors:  Nasim Ullah; Al-Sharef Muhammad
Journal:  IET Syst Biol       Date:  2020-08       Impact factor: 1.615

  8 in total

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