Control of a T1DM Model Using Robust Fixed-Point Transformations Based Control With Disturbance Rejection

被引:2
作者
Czako, Bence [1 ]
Drexler, Daniel Andras [1 ]
Kovacs, Levente [1 ]
机构
[1] Obuda Univ, Physiol Controls Res Ctr, Budapest, Hungary
来源
PROCEEDINGS OF 2022 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION, QUALITY AND TESTING, ROBOTICS (AQTR 2022) | 2022年
关键词
Nonlinear control; Robust fixed point transformations; T1DM control; Physiological control;
D O I
10.1109/AQTR55203.2022.9801992
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Control of blood glucose levels for type 1 diabetes (T1DM) patients using artificial pancreas is a challenging task due to disturbances, and inter- and intrapatient variability. The solution to these problems requires a special control algorithm. A Robust Fixed-Point Transformation (RFPT) based controller was developed to control a T1DM diabetes model, which uses a linear state feedback controller in the kinematic prescription. The controller was implemented in discrete-time using computer algebra software to compute the equations for input-output linearization. Parametric disturbances between the model and the controller were also introduced which showed that the RFPT approach can provide beneficial results in the presence of these circumstances. The performance of the controller was shown through a simulation from which both the advantages and limitations of the scheme were analyzed.
引用
收藏
页码:343 / 348
页数:6
相关论文
共 14 条
  • [1] Chakrabarty A, 2020, IEEE T CONTR SYST T, V28, P2600, DOI [10.1109/TCST.2019.2939122, 10.1109/tcst.2019.2939122]
  • [2] Artificial Pancreas Past, Present, Future
    Cobelli, Claudio
    Renard, Eric
    Kovatchev, Boris
    [J]. DIABETES, 2011, 60 (11) : 2672 - 2682
  • [3] Eigner G, 2017, 2017 IEEE 15TH INTERNATIONAL SYMPOSIUM ON APPLIED MACHINE INTELLIGENCE AND INFORMATICS (SAMI), P259, DOI 10.1109/SAMI.2017.7880314
  • [4] A Bihormonal Closed-Loop Artificial Pancreas for Type 1 Diabetes
    El-Khatib, Firas H.
    Russell, Steven J.
    Nathan, David M.
    Sutherlin, Robert G.
    Damiano, Edward R.
    [J]. SCIENCE TRANSLATIONAL MEDICINE, 2010, 2 (27) : 27ra27
  • [5] Nonlinear model predictive control of glucose concentration in subjects with type 1 diabetes
    Hovorka, R
    Canonico, V
    Chassin, LJ
    Haueter, U
    Massi-Benedetti, M
    Federici, MO
    Pieber, TR
    Schaller, HC
    Schaupp, L
    Vering, T
    Wilinska, ME
    [J]. PHYSIOLOGICAL MEASUREMENT, 2004, 25 (04) : 905 - 920
  • [6] Design and Evaluation of a Robust PID Controller for a Fully Implantable Artificial Pancreas
    Huyett, Lauren M.
    Dassau, Eyal
    Zisser, Howard C.
    Doyle, Francis J., III
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2015, 54 (42) : 10311 - 10321
  • [7] I. D. Federation, 2021, Idf diabetes atlas
  • [8] Kanderian Sami S, 2009, J Diabetes Sci Technol, V3, P1047
  • [9] Kanderian Sami S, 2012, J Diabetes Sci Technol, V6, P371
  • [10] An opportunity of using Robust Fixed Point Transformation-based controller design in case of Type 1 Diabetes Mellitus
    Kovacs, Levente
    Eigner, Gyorgy
    Czako, Bence
    Siket, Mate
    Tar, Jozsef K.
    [J]. 2019 FIRST INTERNATIONAL CONFERENCE ON SOCIETAL AUTOMATION (SA), 2019,