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Title Page
Abstract
국문요약
Contents
Chapter 1. Introduction 13
1.1. Background 13
1.2. Measurement Methods of Blood Pressure 14
1.2.1. Conventional Measurement Methods of Blood Pressure 14
1.2.2. Measurement Methods of Blood Pressure using Photoplethysmography (PPG) 15
1.3. Objectives and Thesis Organization 19
1.3.1. Objectives 19
1.3.2. Organization of Thesis 20
Chapter 2. Approaches and Methodology 21
2.1. Approach 1 - Designing Hypertension Diagnosis using PPG Signal 21
2.2. Approach 2 - Finding Principal Feature of PPG Signal for Classifying Blood Pressure Condition by Applying PCA 22
2.3. Approach 3 - Verifying the Applicability of the Proposed Method in Elderly 25
2.4. A Novel Methodology for Hypertension Diagnosis 30
2.4.1. Data Acquisition (MIMIC II database) 30
2.4.2. Feature Extraction & Classification 31
Chapter 3. Performance Evaluation 35
3.1. Performance Comparison among PCA-based Features - Eigenvalue and Eigenvector 35
3.2. Performance Comparison between PCA-based Features and Other Features 37
3.3. Analysis of Results with PPG Waveform and Spectrum 38
Chapter 4. Conclusions and Future works 41
4.1. Conclusions 41
4.2. Future Works 42
References 43
Curriculum Vitae 46
Table 2.1. Age and health condition of subjects used in related works. 27
Table 2.2. Correlation coefficient ST, DT and T1 with SBP and DBP. 29
Table 3.1. Criteria of hypertension and quantity about data used in this thesis 36
Table 3.2. The performance of accuracy for classifying blood pressure condition using... 36
Table 3.3. The performance of accuracy for classifying blood pressure condition using... 38
Figure 1.1. The definition of the pulse transit time (PTT). 16
Figure 1.2. The framework for estimation of blood pressure based on PPG signal only. 17
Figure 1.3. Definition of proposed PPG features for estimating blood pressure. 18
Figure 2.1. The comparison between frameworks of previous works and proposed ap-... 22
Figure 2.2. 10 Features for estimating blood pressure and its principal points. 23
Figure 2.3. Comparison among PPG waveforms of three aged subjects that have almost... 24
Figure 2.4. Eight features used for the performance comparison 26
Figure 2.5. The mobility rate of disease about hypertension of adults from 2009 to 2016... 27
Figure 2.6. Scatter plots of between three features and blood pressure [SBP and DBP]. 29
Figure 2.7. The procedure of data acquisition and organization. 31
Figure 2.8. The procedure of signal processing and classification by using PCA and... 34
Figure 3.1. Graph of one cycle PPG signal in time and frequency domain. 39
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