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High Order Approximate Linearization to Control Glucose Levelin Patients with Type I Diabetes
Fakhroleslam, Mohammad | 2012
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- Type of Document: M.Sc. Thesis
- Language: Farsi
- Document No: 43271 (06)
- University: Sharif University of Technology
- Department: Chemical and Petroleum Engineering
- Advisor(s): Bozorgmehri Boozarjomehry, Ramin
- Abstract:
- Three different feedback linearization control methods are applied to nonlinear control of type I diabetes mellitus model. One is exact FBL and the two others are approximate manners based on approximations of the nonlinear system and its duality one-form, utilizing uniform approximation and a homotopy operator, respectively. An extended luenberger observer is also employed to observe the required states of designed compensators. The nonlinear compensators are designed based on a minimal model and applied to the minimal model, as well as Sorensen’s physiological model. In addition to the mentioned close-loop control strategies, a discrete control strategy based on an optimization problem is applied. The purpose is to minimize a defined objective function by optimizing the volume and time of a combined injection of Lispro-NPH or Regular-NPH insulin types. Moreover, four aforementioned methods are applied to twominimal modelswith different sensitivities to injected insulin and are investigated.
- Keywords:
- Nonlinear Control ; Artificial Neural Network ; Diabetes Mellitus Type 1 ; Discrete Control ; High Order Approximate Linearization ; Exact Linearization
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