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E-raamat: Signal Quality Assessment in Physiological Monitoring: State of the Art and Practical Considerations

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Signal Quality Assessment in Physiological Monitoring: State of the Art and Practical ConsiderationsSuurem pilt
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This book provides a comprehensive overview of the state of the art in signal quality assessment techniques for physiological signals, and chiefly focuses on ECG (electrocardiography) and PPG (photoplethysmography) signals obtained from wearable sensors in ambulatory clinical settings. It presents the techniques currently proposed by leading researchers, as well as examples using data from clinical trials on wearable sensors for inpatient and outpatient settings. 









In addition, the book assesses current approaches through a practical lens by discussing the implications of deploying the various proposed systems for clinical practices and health outcomes. As such, it will be of considerable interest to both graduate students and researchers working to develop personalized healthcare applications, as well as physiological sensor software and hardware developers.
1 Signal Quality Assessment in Physiological Monitoring: Requirements, Practices and Future Directions
1(14)
1.1 The Case for Signal Quality Assessment
2(3)
1.1.1 Continuous Physiological Monitoring
2(2)
1.1.2 Obstacles to Clinical Adoption
4(1)
1.1.3 Signal Quality Assessment
5(1)
1.2 Design Considerations and Requirements
5(2)
1.3 Basic Design Framework
7(3)
1.3.1 Population Demographics and Data Specifications
8(1)
1.3.2 Establishment of Ground Truth
9(1)
1.3.3 Performance Evaluation
9(1)
1.4 Challenges and Future Directions
10(2)
1.5 Summary
12(3)
References
12(3)
2 Quality Assessment for the Electrocardiogram (ECG)
15(26)
2.1 The Electrocardiogram (ECG)
16(3)
2.1.1 ECG Morphology
16(3)
2.1.2 Spectral Characteristics of the ECG
19(1)
2.2 ECG Quality Considerations
19(1)
2.3 Single-Channel Approaches
20(14)
2.3.1 ECG Feature Extraction
20(11)
2.3.2 Decision Rules
31(3)
2.4 Multi-lead Approaches
34(4)
2.4.1 Features Specific to Multi-lead ECGs
35(3)
2.5 Summary
38(3)
References
39(2)
3 Quality Assessment for the Photoplethysmogram (PPG)
41
3.1 The Photoplethysmogram (PPG)
42(3)
3.1.1 PPG Morphology
42(2)
3.1.2 Spectral Characteristics of the PPG
44(1)
3.2 PPG and Noise
45(1)
3.3 PPG Quality Considerations
46(1)
3.4 PPG Feature Extraction
47(11)
3.4.1 PPG Beat Detection
47(1)
3.4.2 Time-Domain Features
48(8)
3.4.3 Frequency-Domain Features
56(2)
3.5 Decision Rules
58(3)
3.5.1 Physiological Thresholds and Heuristics
58(1)
3.5.2 Data Fusion
59(2)
3.6 Summary
61
References
61
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