• Control of Blood Glucose for Type-1 Diabetes by Using Reinforcement Learning with Feedforward Algorithm 

      Ngo, Phuong; Wei, Susan; Holubova, Anna; Muzik, Jan; Godtliebsen, Fred (Journal article; Tidsskriftartikkel; Peer reviewed, 2018-12-30)
      <p><i>Background</i>: Type-1 diabetes is a condition caused by the lack of insulin hormone, which leads to an excessive increase in blood glucose level. The glucose kinetics process is difficult to control due to its complex and nonlinear nature and with state variables that are difficult to measure.</p> <p><i>Methods</i>: This paper proposes a method for automatically calculating the basal and ...
    • A Telemedicine System Intervention for Patients With Type 1 Diabetes: Pilot Feasibility Crossover Intervention Study 

      Vlasakova, Martina; Muzik, Jan; Holubova, Anna; Fiala, Dominik; Årsand, Eirik; Urbanová, Jana; Žďárská, Denisa Janíčková; Brabec, Marek; Brož, Jan (Journal article; Tidsskriftartikkel; Peer reviewed, 2023-04-28)
      Background: Today’s diabetes-oriented telemedicine systems can gather and analyze many parameters like blood glucose levels, carbohydrate intake, insulin doses, and physical activity levels (steps). Information collected can be presented to patients in a variety of graphical outputs. Despite the availability of several technical means, a large percentage of patients do not reach the goals established ...