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Analysis on Four Derivative Waveforms of Photoplethysmogram (PPG) for Fiducial Point Detection
Mohd Zubir Suboh1,2, Rosmina Jaafar1, Nazrul Anuar Nayan1
1Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, Bangi, Malaysia.
Frontiers in Public Health
|July 18, 2022
Summary
This study introduces a novel method using derivative waveforms of photoplethysmogram (PPG) to accurately detect fiducial points for cardiovascular disease diagnosis. The approach enhances the detection of PPG, VPG, and APG peaks, improving diagnostic capabilities.
Area of Science:
- Biomedical Engineering
- Cardiovascular Physiology
- Signal Processing
Background:
- Fiducial points in photoplethysmogram (PPG), VPG, and APG are crucial for cardiovascular disease diagnosis.
- Current methods for fiducial point detection often rely on complex algorithms.
- Inflection points in derivative waveforms offer potential for improved peak detection but are understudied.
Purpose of the Study:
- To investigate derivative waveforms of PPG, up to the fourth level.
- To utilize these derivatives to detect fiducial points of PPG, VPG, and APG.
- To establish reliable derivative markers for accurate peak detection.
Main Methods:
- Analysis of PPG waveforms from 43 ischemic heart disease (IHD) subjects.
- Observation of inflection points in derivative waveforms (up to fourth level).
- Application of moving average filters and thresholding for VPG and third derivative points.
- Validation using the CSL Pulse Oximetry Artifact Labels database.
Main Results:
- Identified reliable derivative markers for detecting PPG, VPG, and APG fiducial points.
- Achieved high accuracy in systolic peak detection (99.64% sensitivity, 99.38% positive predictivity) on the IHD dataset.
- Introduced the fourth derivative PPG waveform and its four key points for fiducial point detection.
Conclusions:
- Derivative waveforms, particularly the fourth derivative PPG, offer significant value for fiducial point detection.
- The proposed method provides a more robust and accurate approach to extracting diagnostic parameters from PPG signals.
- This technique can enhance the diagnosis of cardiovascular diseases by improving the reliability of PPG-derived metrics.
Keywords:
PPG derivativesPPG fiducial pointsacceleration plethysmogram (APG)photoplethysmogram (PPG)velocity plethysmogram (VPG)
