Design and Implementation of Non-Invasive Technique for Heart Rate and Eye Blink Measurement to Prevent Fatigue Problem Using Web-Camera
- Abstract
- We proposed a personal monitoring system to estimate user’s fatigue problem cause by prolonged work while using computer. A non-invasive optical technique using web-camera sensor is applied to analyze and classified the user’s fatigue state from the physiological sign and facial features. Two parameters used to investigate the feasibility of fatigue such as heart rate (HR) by processing the change of the skin color from face area with separating the signal color that normalized and analyzed using independent component analysis then optimized with fast fourier transform. Eye blinking is used as the second parameter that process using centroid method which means counting the openness and closeness stage by observing the darkest area around the eyes. Furthermore the image processing is design to perform in real-time to provide a smart personal health care through desktop application. Notification performs as an alert to remind the condition of the body while in a fatigue state. The system proposed was developed and implement to be a reliable and cost effective to the end user by provide a convenient, ease and simplicity of use to provide a provision of health and social care.
Keyword: non-invasive, physiological sign, facial features, independent component analysis, fast fourier transform, centroid method.
- Author(s)
- Siti Witty ARIYANTI
- Issued Date
- 2016
- Awarded Date
- 2016. 2
- Type
- Dissertation
- Publisher
- Pukyong National University, Interdisciplinary Program of Information System
- URI
- https://repository.pknu.ac.kr:8443/handle/2021.oak/12798
http://pknu.dcollection.net/jsp/common/DcLoOrgPer.jsp?sItemId=000002235204
- Affiliation
- Pukyong National University, Interdisciplinary Program of Information Systems
- Department
- 대학원 정보시스템협동과정
- Advisor
- Prof. Chang Soo Kim
- Table Of Contents
- Contents iv
List of Figures vi
List of Tables viii
요약 ix
Abstract x
Chapter 1 1
Introduction 1
1.1 Purpose and Structure of the Thesis 1
1.2 Background 4
Chapter 2 8
Literature Review 8
2.1 Fatigue 8
2.2 Heart 11
2.3 Eye 16
2.4 Face and Eye Detection 18
2.5 Health Monitoring 20
2.6 Non-Invasive Technique 20
2.7 Photoplethysmography (PPG) 21
2.8 Independent Component Analysis (ICA) 23
2.9 Region of Interest (ROI) 24
2.10 Fast Fourier Transform (FFT) 25
2.11 Prototype 26
2.12 Software Development 27
2.13 C++ 27
2.14 IDE Visual Studio 28
2.15 Notification Alert 28
Chapter 3 30
System Design and Requirements 30
3.1 Overview of the Application Design System 30
3.2 System Architecture 32
3.3 System Specification 33
3.4 System Design 35
3.5 System Functional Requirements 49
Chapter 4 51
System Implementation, Testing and Analysis 51
4.1 System Implementation 51
4.2 Application Testing 52
4.3 Experimental Design 55
4.4 Result (Data Analysis) 58
4.5 Functionality and Objective Analysis 64
Chapter 5 66
Comparison 66
Chapter 6 70
Conclusion and Future Works 70
References 72
Acknowledgements 79
- Degree
- Master
-
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- 대학원 > 정보시스템협동과정
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