Online adjustable linear parameter-varying controller for artificial pancreas systems

被引:1
作者
Bianchi, Fernando D. [1 ,3 ]
Sanchez-Pena, Ricardo S. [1 ,3 ]
Garelli, Fabricio [2 ,3 ]
机构
[1] Inst Tecnol Buenos Aires ITBA, Buenos Aires, Argentina
[2] Univ Nacl La Plata UNLP, Buenos Aires, Argentina
[3] Consejo Nacl Invest Cient & Tecn CONICET, Buenos Aires, Argentina
关键词
Artificial pancreas; Diabetes type 1; LPV control; Insulin-on-board; MODEL; GLUCOSE; ADOLESCENTS; MEALS;
D O I
10.1016/j.bspc.2023.105164
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The purpose of this article is to present a non-hybrid fully closed-loop controller for the Artificial Pancreas (AP) problem focused on long-term clinical trials and home-use applications. It includes physical activity (PA) and unannounced meals. The controller is based on a robust gain-scheduled algorithm with a Linear Parameter -Varying (LPV) structure. It takes into account the time-varying dynamics of the problem by adapting itself in real-time according to measured glucose levels, and allows online fine-tuning during tests and periodic evaluations without the need of a controller redesign. The proposed fully parameterized LPV control adds several features to our previous results, accounts for the main perturbations of the AP problem and simplifies its implementation. To help in the parameter fine-tuning, a methodology based on clinical information is proposed. In-silico tests show that the achieved performance is similar or better than our previous Automatic Regulation of Glucose (ARG) algorithm, tested in two clinical trials, with the addition of the features mentioned before.
引用
收藏
页数:7
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共 35 条
  • [11] International Consensus on Use of Continuous Glucose Monitoring
    Danne, Thomas
    Nimri, Revital
    Battelino, Tadej
    Bergenstal, Richard M.
    Close, Kelly L.
    DeVries, J. Hans
    Garg, Satish
    Heinemann, Lutz
    Hirsch, Irl
    Amiel, Stephanie A.
    Beck, Roy
    Bosi, Emanuele
    Buckingham, Bruce
    Cobelli, Claudio
    Dassau, Eyal
    Doyle, Francis J., III
    Heller, Simon
    Hovorka, Roman
    Jia, Weiping
    Jones, Tim
    Kordonouri, Olga
    Kovatchev, Boris
    Kowalski, Aaron
    Laffel, Lori
    Maahs, David
    Murphy, Helen R.
    Norgaard, Kirsten
    Parkin, Christopher G.
    Renard, Eric
    Saboo, Banshi
    Scharf, Mauro
    Tamborlane, William V.
    Weinzimer, Stuart A.
    Phillip, Moshe
    [J]. DIABETES CARE, 2017, 40 (12) : 1631 - 1640
  • [12] Fully Closed-Loop Multiple Model Probabilistic Predictive Controller Artificial Pancreas Performance in Adolescents and Adults in a Supervised Hotel Setting
    Forlenza, Gregory P.
    Cameron, Faye M.
    Ly, Trang T.
    Lam, David
    Howsmon, Daniel P.
    Baysal, Nihat
    Kulina, Georgia
    Messer, Laurel
    Clinton, Paula
    Levister, Camilla
    Patek, Stephen D.
    Levy, Carol J.
    Wadwa, R. Paul
    Maahs, David M.
    Bequette, B. Wayne
    Buckingham, Bruce A.
    [J]. DIABETES TECHNOLOGY & THERAPEUTICS, 2018, 20 (05) : 335 - 343
  • [13] Fushimi Emilia, 2019, J Diabetes Sci Technol, V13, P1035, DOI 10.1177/1932296819864585
  • [14] Garelli F., 2022, J DIABETES SCI TECHN
  • [15] Remote Glucose Monitoring Platform for Multiple Simultaneous Patients at Coronavirus Disease 2019 Intensive Care Units: Case Report Including Adults and Children
    Garelli, Fabricio
    Rosales, Nicolas
    Fushimi, Emilia
    Arambarri, Delfina
    Mendoza, Leandro
    De Battista, Hernan
    Sanchez-Pena, Ricardo
    Garcia Arabehety, Julia
    Distefano, Sabrina
    Barcala, Consuelo
    Giunta, Javier
    Heras, Marcos Las
    Martinez Mateu, Carolina
    Prieto, Mariana
    San Roman, Eduardo
    Krochik, Gabriela
    Grosembacher, Luis
    [J]. DIABETES TECHNOLOGY & THERAPEUTICS, 2021, 23 (06) : 471 - 473
  • [16] Pattern Recognition Reveals Characteristic Postprandial Glucose Changes: Non-Individualized Meal Detection in Diabetes Mellitus Type 1
    Kolle, Konstanze
    Biester, Torben
    Christiansen, Sverre
    Fougner, Anders Lyngvi
    Stavdahl, Oyvind
    [J]. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2020, 24 (02) : 594 - 602
  • [17] Lofberg J., 2004, P IEEE INT C ROB AUT, P284, DOI [10.1109/CACSD.2004.1393890, DOI 10.1109/CACSD.2004.1393890]
  • [18] Mahmoudi Z., 2018, IFACPapersOnLine, V51, P168, DOI DOI 10.1016/j.ifacol.2018.11.648
  • [19] Control-Oriented Model With Intra-Patient Variations for an Artificial Pancreas
    Moscoso-Vasquez, Marcela
    Colmegna, Patricio
    Rosales, Nicolas
    Garelli, Fabricio
    Sanchez-Pena, Ricardo
    [J]. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2020, 24 (09) : 2681 - 2689
  • [20] Nimri Revital, 2023, DIABETES TECHNOL THE, V25