Exercise-induced hypoglycemia in type 1 diabetes: in-silico comparison between announced and unannounced strategies in closed-loop control

被引:5
作者
Bertachi, Arthur [1 ,2 ]
Ramkissoon, Charrise M. [1 ]
Beneyto, Aleix [1 ]
Vehi, Josep [1 ,3 ]
机构
[1] Univ Girona, Girona, Spain
[2] Fed Univ Technol Parana UTFPR, Guarapuava, Brazil
[3] Ctr Invest Biomed Red Diabet & Enfermedades Metab, Madrid, Spain
来源
IFAC PAPERSONLINE | 2019年 / 52卷 / 01期
关键词
Artificial Pancreas; Biomedical systems; Exercise-induced hypoglycemia; PD Controllers; Type; 1; Diabetes; BLOOD-GLUCOSE CONTROL; ARTIFICIAL PANCREAS; INSULIN; LIMITATION; FEEDBACK;
D O I
10.1016/j.ifacol.2019.06.193
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
It is recommended that those with Type 1 Diabetes Mellitus participate in physical activity. However, insulin management during and after exercise remains challenging for both patients and physicians. The artificial pancreas is a closed-loop system which aims to control blood glucose levels automatically however, with physical activity the system is unable achieve optimal glycemic control. In this work, two different strategies of announced and unannounced exercise are combined with a closed-loop algorithm to mitigate the risk of exercise-induced hypoglycemia caused by aerobic activity. In the announced strategy, patients must inform the system that they are planning to exercise, this allows the modification of various controller parameters and the suggestion of a controller calculated amount of carbohydrates before the onset of exercise. The unannounced strategy removes the need of exercise announcement and utilizes an algorithm to detect exercise and trigger a carbohydrate suggestion and changes to the controller parameters. Both strategies are evaluated in-silico using the UVa/Padova simulator, in a realistic scenario considering sessions of aerobic exercise with 60% of VO2max for a duration of 50 minutes. Results show that both strategies are able to reduce the occurrence of hypoglycemia events, with the unannounced strategy achieving better outcomes. (C) 2019, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1000 / 1005
页数:6
相关论文
共 15 条
  • [1] Standardizing Clinically Meaningful Outcome Measures Beyond HbA1c for Type 1 Diabetes: A Consensus Report of the American Association of Clinical Endocrinologists, the American Association of Diabetes Educators, the American Diabetes Association, the Endocrine Society, JDRF International, The Leona M. and Harry B. Helmsley Charitable Trust, the Pediatric Endocrine Society, and the T1D Exchange
    Agiostratidou, Gina
    Anhalt, Henry
    Ball, Dana
    Blonde, Lawrence
    Gourgari, Evgenia
    Harriman, Karen N.
    Kowalski, Aaron J.
    Madden, Paul
    McAuliffe-Fogarty, Alicia H.
    McElwee-Malloy, Molly
    Peters, Anne
    Raman, Sripriya
    Reifschneider, Kent
    Rubin, Karen
    Weinzimer, Stuart A.
    [J]. DIABETES CARE, 2017, 40 (12) : 1622 - 1630
  • [2] A New Blood Glucose Control Scheme for Unannounced Exercise in Type 1 Diabetic Subjects
    Beneyto, Aleix
    Bertachi, Arthur
    Bondia, Jorge
    Vehi, Josep
    [J]. IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2020, 28 (02) : 593 - 600
  • [3] Closed-loop blood glucose control using insulin and carbohydrates in front meals and exercise
    Beneyto, Aleix
    Vehi, Josep
    [J]. IFAC PAPERSONLINE, 2017, 50 (01): : 2058 - 2063
  • [4] Assessment of Mitigation Methods to Reduce the Risk of Hypoglycemia for Announced Exercise in a Uni-hormonal Artificial Pancreas
    Bertachi, Arthur
    Beneyto, Aleix
    Ramkissoon, Charrise M.
    Vehi, Josep
    [J]. DIABETES TECHNOLOGY & THERAPEUTICS, 2018, 20 (04) : 285 - 295
  • [5] Automated blood glucose control in type 1 diabetes: A review of progress and challenges
    Bertachi, Arthur
    Ramkissoon, Charrise M.
    Bondia, Jorge
    Vehi, Josep
    [J]. ENDOCRINOLOGIA DIABETES Y NUTRICION, 2018, 65 (03): : 172 - 181
  • [6] Barriers to Physical Activity Among Patients With Type 1 Diabetes
    Brazeau, Anne-Sophie
    Rabasa-Lhoret, Remi
    Strychar, Irene
    Mircescu, Hortensia
    [J]. DIABETES CARE, 2008, 31 (11) : 2108 - 2109
  • [7] Physical Activity/Exercise and Diabetes: A Position Statement of the American Diabetes Association
    Colberg, Sheri R.
    Sigal, Ronald J.
    Yardley, Jane E.
    Riddell, Michael C.
    Dunstan, David W.
    Dempsey, Paddy C.
    Horton, Edward S.
    Castorino, Kristin
    Tate, Deborah F.
    [J]. DIABETES CARE, 2016, 39 (11) : 2065 - 2079
  • [8] The Long-Term Effects of Type 1 Diabetes Treatment and Complications on Health-Related Quality of Life A 23-year follow-up of the Diabetes Control and Complications/Epidemiology of Diabetes Interventions and Complications cohort
    Jacobson, Alan M.
    Braffett, Barbara H.
    Cleary, Patricia A.
    Gubitosi-Klug, Rose A.
    Larkin, Mary E.
    [J]. DIABETES CARE, 2013, 36 (10) : 3131 - 3138
  • [9] Man Chiara Dalla, 2014, J Diabetes Sci Technol, V8, P26
  • [10] Man Chiara Dalla, 2009, J Diabetes Sci Technol, V3, P56