Noninvasive blood glucose monitoring using NIR spectroscopy and ICR regression
Other Title(s)
مراقبة غلوكزو الدم بالطريقة غير الوخزية NONINVASIVE باستخدام الأشعة القريبة من تحت الحمراء NIR Spectroscopy و انحدار المكون المستقل ICR
Dissertant
Thesis advisor
University
Mutah University
Faculty
Faculty of Engineering
Department
Electrical Engineering Department
University Country
Jordan
Degree
Master
Degree Date
2017
English Abstract
Diabetes is a common and globally spread disease.
Almost every family has a diabetic patient and most people are familiar with this disease.
It is dangerous-long-term complications that may lead to death.
No cure has been found for diabetes.
Diabetes patients need to manage their disease by monitoring their blood glucose levels frequently in order to stay healthy and to live a relatively normal life.
In recent years, there has been a great demand for the use of the noninvasive techniques for detecting glucose concentration without extracting any blood sample from the patient.
Noninvasive techniques allow diabetes patients to monitor the glucose level in blood frequently in an easy and painless way which in turn will improve the quality of their lives and reduce costs and burden of diabetes treatment.
In this work, Near-infrared (NIR) spectroscopy is used in noninvasive technology for quantitative analysis to measure the blood glucose concentration.
This thesis uses a new method that has a lot of attention which is the Independent Component Regression (ICR) based on Blind Source Separation (BSS).
The optimization process is done by combining ICR and preprocessing techniques with no prior information available regarding the spectra.
The results show an improvement of the capability of proposed models to predict the glucose concentration from aqueous solution with high clinical accuracy
Main Subjects
Telecommunications Engineering
Electronic engineering
No. of Pages
68
Table of Contents
Table of contents.
Abstract.
Abstract in Arabic.
Chapter One : Introduction.
Chapter Two : Background.
Chapter Three : Methodology.
Chapter Four : Results and discussion.
References.
American Psychological Association (APA)
al-Sub, Muna Radwan Muhammad. (2017). Noninvasive blood glucose monitoring using NIR spectroscopy and ICR regression. (Master's theses Theses and Dissertations Master). Mutah University, Jordan
https://search.emarefa.net/detail/BIM-780424
Modern Language Association (MLA)
al-Sub, Muna Radwan Muhammad. Noninvasive blood glucose monitoring using NIR spectroscopy and ICR regression. (Master's theses Theses and Dissertations Master). Mutah University. (2017).
https://search.emarefa.net/detail/BIM-780424
American Medical Association (AMA)
al-Sub, Muna Radwan Muhammad. (2017). Noninvasive blood glucose monitoring using NIR spectroscopy and ICR regression. (Master's theses Theses and Dissertations Master). Mutah University, Jordan
https://search.emarefa.net/detail/BIM-780424
Language
English
Data Type
Arab Theses
Record ID
BIM-780424
