Design fuzzy control system for blood glucose level for Type-I diabetes mellitus patients using GA : a simulation study
Other Title(s)
تصميم المتحكم الضبابي للتحكم في نسبة مستوى سكر الدم لدى مرضى السكري من النوع الأول باستخدام الجينات اللوغاريتمية
Dissertant
Bashir, Ahmad Sulayman Abd al-Karim
Thesis advisor
University
Islamic University
Faculty
Faculty of Engineering
Department
Electrical Engineering Department
University Country
Palestine (Gaza Strip)
Degree
Master
Degree Date
2017
English Abstract
Biomedical instrumentation is an interesting and demanding area in which many fields are available to be discover and explore.
Diabetes mellitus disease is one of the main segments of research area which is being addressed for the decades.
One of the main functions of the pancreas is to regulate blood glucose concentration through releasing insulin enzyme.
As a results of this deficiency blood glucose level concentrations (BGL) increased.
Many researchers are working for diagnosing and treating diabetes mellitus disease.
Mathematical models of blood glucose and insulin dynamics are used for this purpose.
Through my work a simple mathematical model of the dynamics of glucose and insulin interaction in the blood system developed by Stolwijk and Hardy is used.
By using Stolwijk and Hardy model, a closed-loop feed-back system which regulates and manages the blood glucose-insulin will be designed, implemented and analyzed using Matlab/Simulink.
Mamdani fuzzy logic algorithm controller (FLC) type is designed for exogenous insulin infusion pump.
The control algorithm used expert knowledge about this disease treatment by using Mamdani-type to regulate the blood glucose level (BGL) for type I diabetes mellitus patient (TIDM).
The used control strategy based on a continuous insulin infusion closed-loop control system to avoid traditional discrete diabetes mellitus treatment.
Fuzzy - Genetic Algorithms controller was designed to deal with this plant through continuous insulin injection pump with choosing suitable membership functions as inputs and outputs for the proposed system in terms of keeping desired steady state plasma glucose level (0.81 mg/ml) against to exogenous glucose input.
So a significant response of blood glucose-insulin regulation and management obtained.
Main Subjects
No. of Pages
77
Table of Contents
Table of contents.
Abstract.
Abstract in Arabic.
Chapter One : Introduction.
Chapter Two : Diabetes mellitus.
Chapter Three : Introduction to Fuzzy logic.
Chapter Four : Genetic algorithm.
Chapter Five : Physiological modelling of diabetic.
Chapter Six : Simulations.
Chapter Seven : Conclusion.
References.
American Psychological Association (APA)
Bashir, Ahmad Sulayman Abd al-Karim. (2017). Design fuzzy control system for blood glucose level for Type-I diabetes mellitus patients using GA : a simulation study. (Master's theses Theses and Dissertations Master). Islamic University, Palestine (Gaza Strip)
https://search.emarefa.net/detail/BIM-903104
Modern Language Association (MLA)
Bashir, Ahmad Sulayman Abd al-Karim. Design fuzzy control system for blood glucose level for Type-I diabetes mellitus patients using GA : a simulation study. (Master's theses Theses and Dissertations Master). Islamic University. (2017).
https://search.emarefa.net/detail/BIM-903104
American Medical Association (AMA)
Bashir, Ahmad Sulayman Abd al-Karim. (2017). Design fuzzy control system for blood glucose level for Type-I diabetes mellitus patients using GA : a simulation study. (Master's theses Theses and Dissertations Master). Islamic University, Palestine (Gaza Strip)
https://search.emarefa.net/detail/BIM-903104
Language
English
Data Type
Arab Theses
Record ID
BIM-903104
