Modeling and Control of the Glucose-Insulin-Glucagon System in Type I Diabetis Mellitus

被引:2
|
作者
Sangeetha, Subramaniam [1 ]
Sreepradha, Chandrasekar [2 ]
Sobana, Subramani [1 ]
Bidisha, Panda [3 ]
Panda, Rames C. [2 ]
机构
[1] Easwari Engn Coll, Elect & Instrumentat Engn, Chennai, Tamil Nadu, India
[2] Cent Leather Res Inst, Chem Engn Dept, Chennai, Tamil Nadu, India
[3] Stella Maris Coll, Dept Chem, Chennai, Tamil Nadu, India
关键词
Diabetes mellitus; Model predictive controller; Non-linear optimization; Normoglycemia; DYNAMICS; SIMULATION;
D O I
10.1002/cben.201900015
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Type I diabetes mellitus (DM) is a chronic disease characterized by the inability of the pancreas to produce enough insulin. This results in a high glucose concentration in the blood. External administration of insulin is required to maintain normoglycemia. The accurate amount of insulin and the right time of administration can be obtained from monitoring and practicing model-based control. A model with insulin as a regulatory hormone has already been developed for DM. It has then been extended by considering both insulin and glucagon as regulatory hormones. The model parameters are estimated using non-linear least-square techniques on data from frequently sampled intravenous glucose tolerance tests (FSIGT) from the literature, thus optimizing the model parameters for type I patients. Using this model, a model-predictive controller (MPC) has been designed to maintain normoglycemia in subjects with DM when subjected to disturbances. Finally, a comparative performance analysis between the MPC and conventional PID controller has been carried out. In conclusion, the model-predictive controller is promising for the control of glucose concentration in subjects with type 1 diabetes mellitus when subjected to disturbances.
引用
收藏
页码:89 / 100
页数:12
相关论文
共 50 条
  • [41] Glucose tolerance test: Development of a computer simulation modeling the interactions between glucose, insulin, and glucagon
    Osborne, DL
    Cooper, K
    Whitehead, S
    Clifton, M
    [J]. FASEB JOURNAL, 1999, 13 (04): : A360 - A360
  • [42] Assessment of glycemic response to an oral glucokinase activator in a proof of concept study: application of a semi-mechanistic, integrated glucose-insulin-glucagon model
    Schneck, Karen B.
    Zhang, Xin
    Bauer, Robert
    Karlsson, Mats O.
    Sinha, Vikram P.
    [J]. JOURNAL OF PHARMACOKINETICS AND PHARMACODYNAMICS, 2013, 40 (01) : 67 - 80
  • [43] Blood glucose control for type I diabetes mellitus:: A robust tracking H∞ problem
    Ruiz-Velázquez, E
    Femat, R
    Campos-Delgado, DU
    [J]. CONTROL ENGINEERING PRACTICE, 2004, 12 (09) : 1179 - 1195
  • [44] NOCTURNAL BLOOD-GLUCOSE CONTROL IN TYPE-I DIABETES-MELLITUS
    BOLLI, GB
    FANELLI, CG
    PERRIELLO, G
    DEFEO, P
    [J]. DIABETES CARE, 1993, 16 : 71 - 89
  • [45] The influence of tonsillectomy on metabolic control and demand of insulin in patients with type I diabetes mellitus
    Obrebowski, A
    Wierusz-Wysocka, B
    Zozulinska, D
    Majchrzak, A
    Rydzewski, B
    [J]. OTO-RHINO-LARYNGOLOGIA NOVA, 1998, 8 (01) : 12 - 16
  • [46] Pharmacokinetics Modeling of Exogenous Glucagon in Type 1 Diabetes Mellitus Patients
    Lv, Dayu
    Breton, Marc D.
    Farhy, Leon S.
    [J]. DIABETES TECHNOLOGY & THERAPEUTICS, 2013, 15 (11) : 935 - 941
  • [47] ROLE OF CYCLIC AMP IN CONTROL OF HEPATIC GLUCOSE PRODUCTION BY GLUCAGON AND INSULIN
    EXTON, JH
    PARK, CR
    HO, RJ
    LEWIS, SB
    [J]. ADVANCES IN CYCLIC NUCLEOTIDE RESEARCH, 1972, 1 : 91 - &
  • [48] Kinetics modeling studies of type 1 diabetes mellitus treatment with the function of exogenous glucose and insulin injection
    Kartono, A.
    Arjuna, D. W.
    Wahyudi, S. T.
    [J]. 9TH INTERNATIONAL CONFERENCE ON THEORETICAL AND APPLIED PHYSICS (ICTAP), 2020, 1572
  • [49] Intravenous glucagon in a deliberate insulin overdose in an adolescent with type 1 diabetes mellitus
    White, Mary
    Zacharin, Margaret R.
    Werther, George A.
    Cameron, Fergus J.
    [J]. PEDIATRIC DIABETES, 2016, 17 (01) : 66 - 69
  • [50] Relative roles of insulin sensitivity, β-cell function and glucose effectiveness in glucose control of patients with type 2 diabetes mellitus
    Bonadonna, RC
    Cretti, A
    Targher, G
    Muggeo, M
    Bonora, E
    [J]. DIABETES, 2001, 50 : A37 - A37