3.8 Proceedings Paper

Robust Reduced-Order Model Based Postprandial Glucose Regulation in Type-1 Diabetes: An IMC Approach

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出版社

IEEE
DOI: 10.1109/ICC54714.2021.9703138

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Glucoregulatory system; internal model control; meal disturbance; PI control; type 1 diabetes

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This paper proposes a new model-based feedback regulation strategy for the treatment of Type 1 diabetes using the artificial pancreas, which shows good regulatory performances and robustness against model uncertainties. A PI controller is designed using the internal model control (IMC) approach, and satisfactory simulation studies are conducted on a virtual patient.
The treatment of Type 1 diabetes using the artificial pancreas (AP) is considered one of the safety-critical and challenging control problems. The control law should be easily implemented with low complexity and good regulatory performances. In view of this, the present paper proposes a new model-based feedback regulation strategy in which the control-oriented insulin-glucose regulation system is simplified in such a way that the performance of the reduced-order model matches with the actual version. The dominant pole retention-like methodology is applied to obtain the reduced-order model. Now, based on the obtained reduced model, the internal model control (IMC) approach is employed to design a PI controller. Simulation studies have been conducted on the virtual patient and the applied approach produces satisfactory responses in presence of meal ingestion. The applied approach is also robust against model uncertainties.

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