Physiological Models and Control for Type 1 Diabetes Mellitus: A Brief Review

被引:26
|
作者
Nath, Anirudh [1 ]
Biradar, Shivanagouda [2 ]
Balan, Archana [2 ]
Dey, Rajeeb [1 ]
Padhi, Radhakant [2 ]
机构
[1] Natl Inst Technol, Silchar 788010, Assam, India
[2] Indian Inst Sci, Aerosp Engn Dept, Bangalore, Karnataka, India
来源
IFAC PAPERSONLINE | 2018年 / 51卷 / 01期
关键词
T1DM; Glucose-Insulin models; parameter estimation of glucose-insulin dynamics; glucose-insulin control; Glucose sensor error; ARTIFICIAL PANCREAS SYSTEMS; CRITICALLY-ILL PATIENTS; LOOP INSULIN DELIVERY; BLOOD-GLUCOSE CONTROL; MINIMAL MODEL; REAL-TIME; SENSITIVITY; INJECTIONS; ALGORITHM; INFUSION;
D O I
10.1016/j.ifacol.2018.05.077
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The regulation of blood glucose in Type-1 Diabetes Mellitus (T1DM) patient is being extensively investigated by researchers. This research, therefore, has contributed to the development of many glucose-insulin mathematical models, which at some level successfully mimic the physiological behaviour of the human body. These mathematical models describe the dynamics of glucose in the presence of insulin in the body. One the most important factors affecting the glucose-insulin dynamics is meal intake. Hence, augmenting glucose-insulin dynamics with meal dynamics is very important. Augmented mathematical models have many patient specific physiological parameters which are difficult to estimate. Thus, there is a need to check for the identifiability of the parameters and hence there is a need to identify and estimate these parameters. The most fundamental research, which goes into automation of insulin infusion into the T1DM patient is the development of control algorithms. In this paper, a brief review on some of the important augmented models, identification, parameter estimation and existing control algorithms are presented. For the development of Artificial Pancreas System (APS) integration of glucose sensor is an important issue which in turn introduces sensor noise in the measurement, thereby leading to model imperfection. This paper further discusses the design of control algorithms in the presence of such noises and various other disturbances. (C) 2018, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:289 / 294
页数:6
相关论文
共 50 条
  • [11] Effect of divergent continuous glucose monitoring technologies on glycaemic control in type 1 diabetes mellitus: A systematic review and meta-analysis of randomised controlled trials
    Elbalshy, Mona
    Haszard, Jillian
    Smith, Hazel
    Kuroko, Sarahmarie
    Galland, Barbara
    Oliver, Nick
    Shah, Viral
    de Bock, Martin I.
    Wheeler, Benjamin J.
    DIABETIC MEDICINE, 2022, 39 (08)
  • [12] Meal Detection in Patients With Type 1 Diabetes: A New Module for the Multivariable Adaptive Artificial Pancreas Control System
    Turksoy, Kamuran
    Samadi, Sediqeh
    Feng, Jianyuan
    Littlejohn, Elizabeth
    Quinn, Laurie
    Cinar, Ali
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2016, 20 (01) : 47 - 54
  • [13] Metformin in type 1 diabetes mellitus? Revisiting treatment dogmas in diabetes
    Klupa, Tomasz
    POLSKIE ARCHIWUM MEDYCYNY WEWNETRZNEJ-POLISH ARCHIVES OF INTERNAL MEDICINE, 2016, 126 (7-8): : 461 - 462
  • [14] Nutritional Recommendations for People with Type 1 Diabetes Mellitus
    Rubin, Diana
    Bosy-Westphal, Anja
    Kabisch, Stefan
    Kronsbein, Peter
    Simon, Marie-Christine
    Tombek, Astrid
    Weber, Katharina S.
    Skurk, Thomas
    EXPERIMENTAL AND CLINICAL ENDOCRINOLOGY & DIABETES, 2023, 131 (1-2) : 33 - 50
  • [15] Nutritional recommendations for people with type 1 diabetes mellitus
    Rubin, Diana
    Bosy-Westphal, Anja
    Kabisch, Stefan
    Kronsbein, Peter
    Simon, Marie-Christine
    Tombek, Astrid
    Weber, Katharina S.
    Skurk, Thomas
    DIABETOLOGIE UND STOFFWECHSEL, 2022, 17 : S237 - S255
  • [16] Dietary recommendations for people with type 1 diabetes mellitus
    Rubin, Diana
    Bosy-Westphal, Anja
    Kabisch, Stefan
    Kronsbein, Peter
    Simon, Marie-Christine
    Tombek, Astrid
    Weber, Katharina S.
    Skurk, Thomas
    DIABETOLOGIE, 2023, 19 (04): : 464 - 481
  • [17] Diet Recommendations for People with Type 1 Diabetes mellitus
    Rubin, Diana
    Bosy-Westphal, Anja
    Kabisch, Stefan
    Kronsbein, Peter
    Simon, Marie-Christine
    Tombek, Astrid
    Weber, Katharina
    Skurk, Thomas
    DIABETOLOGIE, 2022, 18 (04): : 431 - 448
  • [18] Nutritional Recommendations for People with Type 1 Diabetes Mellitus
    Rubin, Diana
    Bosy-Westphal, Anja
    Kabisch, Stefan
    Kronsbein, Peter
    Simon, Marie-Christine
    Tombek, Astrid
    Weber, Katharina S.
    Skurk, Thomas
    EXPERIMENTAL AND CLINICAL ENDOCRINOLOGY & DIABETES, 2021, 129 : S27 - S43
  • [19] Dietary recommendations for persons with type 1 diabetes mellitus
    Rubin, Diana
    Bosy-Westphal, Anja
    Kabisch, Stefan
    Kronsbein, Peter
    Simon, Marie-Christine
    Tombek, Astrid
    Weber, Katharina
    Skurk, Thomas
    DIABETOLOGE, 2021, 17 (03): : 311 - 329
  • [20] Nutritional Recommendations for People with Type 1 Diabetes mellitus
    Rubin, Diana
    Bosy-Westphal, Anja
    Kabisch, Stefan
    Kronsbein, Peter
    Muessig, Karsten
    Simon, Marie-Christine
    Tombek, Astrid
    Weber, Katharina S.
    Skurk, Thomas
    DIABETOLOGIE UND STOFFWECHSEL, 2024, 19 : S236 - S250