NUST Institutional Repository

An Adaptive Backstepping Based Nonlinear Controller for Patients with Type 1 Diabetes

Show simple item record

dc.contributor.author Faysal Munir
dc.date.accessioned 2021-01-01T06:40:51Z
dc.date.available 2021-01-01T06:40:51Z
dc.date.issued 2016
dc.identifier.uri http://10.250.8.41:8080/xmlui/handle/123456789/20307
dc.description Supervisor: Dr. Iftikhar Ahmad en_US
dc.description.abstract Automatic controllers for insulin infusion are used in arti cial pancreas for treatment of diabetes type 1 patients. Controllers are designed based on some models of blood glucose-insulin system. A physiologically veri ed model that governs the characteristics of human blood glucose is Bergman's nonlinear model. Using this model we have designed an adaptive backstepping based nonlinear controller for diabetes type 1 patients. For controller glucose e ectiveness factor of blood is treated as an unknown parameter and numerical values of controller gain and tuning function are selected to produce best possible results. A complete mathematical derivation of nonlinear controller is described and simulation results are discussed using MATLAB SIMULINK. Lyapunov stability theorems are used to analyze stability and convergence of blood glucose level to a desired concentration. Lyapunov theorems propose exponential stability of controlled glucose concentration. Simulation results also indicate faster convergence in tracking response and overshoot/undershoot characteristics as compared to some recently developed techniques in literature. In the end a simple backstepping based nonlinear controller is also proposed. Again its exponential stability is proved mathematically and shown in simulations also. Comparison of SIMULINK results with adaptive backstepping based controller is discussed in the last chapter. en_US
dc.publisher SEECS, National University of Sciences and Technology, Islamabad en_US
dc.subject Arti cial pancreas, diabetes controller, adaptive backstepping, Lyapunov stability. en_US
dc.title An Adaptive Backstepping Based Nonlinear Controller for Patients with Type 1 Diabetes en_US
dc.type Thesis en_US


Files in this item

This item appears in the following Collection(s)

  • MS [881]

Show simple item record

Search DSpace


Advanced Search

Browse

My Account