4.6 Article

Output-Feedback Sliding-Mode Controller for Blood Glucose Regulation in Critically Ill Patients Affected by Type 1 Diabetes

Journal

IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY
Volume 29, Issue 6, Pages 2704-2711

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCST.2020.3046420

Keywords

Diabetes mellitus; glucose regulation; in silico validation; sliding mode control

Funding

  1. ECOS Nord Project [M18M01]
  2. SEP-CONACYT-ECOS-ANUIES [296692]
  3. French National Agency for Research [DIABLO ANR-18-CE17-0005-01]
  4. CONACYT CVU [772057]
  5. Catedras CONACYT CVU [270504, 922, 166403, 1537]
  6. TecNM Projects

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The research applied an output feedback continuous twisting algorithm to regulate blood glucose in critically ill patients with type 1 diabetes, achieving normoglycemia without meal announcements and alleviating workload at the ICU. The algorithm's gains were set using a criterion that could be used for individualizing insulin therapy. Validation in a metabolic simulator showed excellent performance and minimal risk of hyperglycemic and hypoglycemic events.
In this brief, an output feedback continuous twisting algorithm is applied to solve the problem of glucose regulation in critically ill patients affected with type 1 diabetes mellitus. The proposed approach copes with disturbances coming from intrapatient and interpatient variability and does not need meal announcements. The blood glucose measurement and insulin infusion are via intravenous. The proposed algorithm regulates blood glucose and keeps it in the normoglycemia range, i.e., 70-180 mg/dl without nursing intervention. Therefore, the workload at the intensive care unit is alleviated. Besides, we provide a criterion to set the output feedback continuous twisting algorithm gains, which may be used for individualizing the insulin therapy. The approach is validated in the Universities of Virginia and Padua (UVA/Padua) metabolic simulator for ten in silico adult patients with unannounced meal intake. The results show excellent performance as well as minimal risk of hyperglycemic and hypoglycemic events. In addition, an open-loop study case is presented to evidence the advantages of output feedback continuous twisting algorithm over a traditional brief-based protocol in terms of nurse workload mitigation.

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