Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic Patients
Lack of insulin production by pancreas causes high blood glucose level (BGL) in the diabetic patients. For their treatment, manual insulin intake is possible only during the day timings but not feasible during the night when the patient is sleeping. Artificial pancreas (AP) is used for the automatic...
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doaj-c00a37a439e54728b4c965f6e842262d2021-03-30T15:23:49ZengIEEEIEEE Access2169-35362021-01-019280122801910.1109/ACCESS.2021.30573659348899Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic PatientsSheraz Ahmad Babar0https://orcid.org/0000-0003-4107-4420Iftikhar Ahmad Rana1https://orcid.org/0000-0002-2197-9890Iqra Shafeeq Mughal2https://orcid.org/0000-0002-1332-9484Safdar Abbas Khan3https://orcid.org/0000-0002-4528-5156School of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanLack of insulin production by pancreas causes high blood glucose level (BGL) in the diabetic patients. For their treatment, manual insulin intake is possible only during the day timings but not feasible during the night when the patient is sleeping. Artificial pancreas (AP) is used for the automatic regulation of BGL by continuous injection of insulin. The nonlinear Bergman's Minimal Model (BMM) considers fixed meal disturbance which may actually vary continuously during medication due to meal intake or by doing exercise. This variation has been taken into account by the Extended Bergman's Minimal Model (EBMM). In this paper, two nonlinear: Terminal Synergetic and State Feedback Linearization based controllers have been proposed for AP to regulate BGL using EBMM. Asymptotic stability of the proposed controllers has been proved using Lyapunov theory. Comparison of the proposed controllers with each other and that with PID controller has been done using MATLAB/Simulink. White noise has been added as the disturbance to further analyze the output performance of the proposed controllers. The Terminal Synergetic controller which performs better than others, has also been implemented on the data of six Type 1 diabetic patients available in the literature.https://ieeexplore.ieee.org/document/9348899/Artificial pancreasblood glucose levelBergman minimal modelextended Bergman minimal modelterminal synergetic controllerstate feedback linearization based controller |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Sheraz Ahmad Babar Iftikhar Ahmad Rana Iqra Shafeeq Mughal Safdar Abbas Khan |
spellingShingle |
Sheraz Ahmad Babar Iftikhar Ahmad Rana Iqra Shafeeq Mughal Safdar Abbas Khan Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic Patients IEEE Access Artificial pancreas blood glucose level Bergman minimal model extended Bergman minimal model terminal synergetic controller state feedback linearization based controller |
author_facet |
Sheraz Ahmad Babar Iftikhar Ahmad Rana Iqra Shafeeq Mughal Safdar Abbas Khan |
author_sort |
Sheraz Ahmad Babar |
title |
Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic Patients |
title_short |
Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic Patients |
title_full |
Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic Patients |
title_fullStr |
Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic Patients |
title_full_unstemmed |
Terminal Synergetic and State Feedback Linearization Based Controllers for Artificial Pancreas in Type 1 Diabetic Patients |
title_sort |
terminal synergetic and state feedback linearization based controllers for artificial pancreas in type 1 diabetic patients |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2021-01-01 |
description |
Lack of insulin production by pancreas causes high blood glucose level (BGL) in the diabetic patients. For their treatment, manual insulin intake is possible only during the day timings but not feasible during the night when the patient is sleeping. Artificial pancreas (AP) is used for the automatic regulation of BGL by continuous injection of insulin. The nonlinear Bergman's Minimal Model (BMM) considers fixed meal disturbance which may actually vary continuously during medication due to meal intake or by doing exercise. This variation has been taken into account by the Extended Bergman's Minimal Model (EBMM). In this paper, two nonlinear: Terminal Synergetic and State Feedback Linearization based controllers have been proposed for AP to regulate BGL using EBMM. Asymptotic stability of the proposed controllers has been proved using Lyapunov theory. Comparison of the proposed controllers with each other and that with PID controller has been done using MATLAB/Simulink. White noise has been added as the disturbance to further analyze the output performance of the proposed controllers. The Terminal Synergetic controller which performs better than others, has also been implemented on the data of six Type 1 diabetic patients available in the literature. |
topic |
Artificial pancreas blood glucose level Bergman minimal model extended Bergman minimal model terminal synergetic controller state feedback linearization based controller |
url |
https://ieeexplore.ieee.org/document/9348899/ |
work_keys_str_mv |
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