An augmented subcutaneous type 1 diabetic patient modelling and design of adaptive glucose control

被引:19
作者
Nath, Anirudh [1 ]
Deb, Dipankar [2 ]
Dey, Rajeeb [1 ]
机构
[1] Natl Inst Technol Silchar, Dept Elect Engn, Silchar, Assam, India
[2] Inst Infrastruct Technol Res & Management, Dept Elect Engn, Ahmadabad 380026, Gujarat, India
关键词
Artificial pancreas; Adaptive control; Type; 1; diabetes; Intra-patient variability; Parameter estimation; ARTIFICIAL PANCREAS; PREDICTIVE CONTROL; CONTROL STRATEGY; INSULIN; IDENTIFICATION; COMPENSATION;
D O I
10.1016/j.jprocont.2019.08.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the present work, an augmented subcutaneous (SC) model of type 1 diabetic patients (T1DP) is proposed first by estimating the model parameters with the aid of nonlinear least square method using the physiological data. Next, a nonlinear adaptive controller is proposed to tackle two important issues of intra-patient variability (IPV) and uncertain meal disturbance (MD). The proposed patient model agrees quite well with the responses of one of the most popular existing nonlinear model used in the research of artificial pancreas. Further, the developed adaptive control is shown to be capable of providing desired glycemic control without feed-forward action for meal compensation or safety algorithms to avoid hypoglycemia. Due to the simple structure and capability of handling intra-patient variability of the adaptive controller, it can find immediate applicability in the development of the in-silico artificial pancreas. (C) 2019 Published by Elsevier Ltd.
引用
收藏
页码:94 / 105
页数:12
相关论文
共 48 条
  • [1] Adaptive Estimation for a Class of Nonlinearly Parameterized Dynamical Systems
    Adetola, Veronica
    Guay, Martin
    Lehrer, Devon
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2014, 59 (10) : 2818 - 2824
  • [2] Excitation signal design for parameter convergence in adaptive control of linearizable systems
    Adetola, Veronica
    Guay, Martin
    [J]. PROCEEDINGS OF THE 45TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-14, 2006, : 447 - 452
  • [3] [Anonymous], J PROCESS CONTR
  • [4] [Anonymous], IDF DIABETES ATLAS
  • [5] Overnight Hypoglycemia and Hyperglycemia Mitigation for Individuals with Type 1 Diabetes HOW RISKS CAN BE REDUCED
    Bequette, B. Wayne
    Cameron, Faye
    Buckingham, Bruce A.
    Maahs, David M.
    Lum, John
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 2018, 38 (01): : 125 - 134
  • [6] Challenges and recent progress in the development of a closed-loop artificial pancreas
    Bequette, B. Wayne
    [J]. ANNUAL REVIEWS IN CONTROL, 2012, 36 (02) : 255 - 266
  • [7] Minimal model: Perspective from 2005
    Bergman, RN
    [J]. HORMONE RESEARCH, 2005, 64 : 8 - 15
  • [8] Adaptive control in an artificial pancreas for people with type 1 diabetes
    Boiroux, Dimitri
    Duun-Henriksen, Anne Katrine
    Schmidt, Signe
    Norgaard, Kirsten
    Poulsen, Niels Kjolstad
    Madsen, Henrik
    Jorgensen, John Bagterp
    [J]. CONTROL ENGINEERING PRACTICE, 2017, 58 : 332 - 342
  • [9] Insulin Estimation and Prediction A REVIEW OF THE ESTIMATION AND PREDICTION OF SUBCUTANEOUS INSULIN PHARMACOKINETICS IN CLOSED-LOOP GLUCOSE CONTROL
    Bondia, Jorge
    Romero-Vivo, Sergio
    Ricarte, Beatriz
    Luis Diez, Jose
    [J]. IEEE CONTROL SYSTEMS MAGAZINE, 2018, 38 (01): : 47 - 66
  • [10] Constrained two dimensional recursive least squares model identification for batch processes
    Cao, Zhixing
    Yang, Yi
    Lu, Jingyi
    Gao, Furong
    [J]. JOURNAL OF PROCESS CONTROL, 2014, 24 (06) : 871 - 879