Novel tailoring algorithm for abrupt motion artifact removal in photoplethysmogram signals
Limeng Pu1, Pedro J Chacon1, Hsiao-Chun Wu1
1School of Electrical Engineering and Computer Science, Louisiana State University, Baton Rouge, LA 70803 USA.
Biomedical Engineering Letters
|January 4, 2019
Summary
This study introduces a new method to detect and remove motion artifacts (MAs) from photoplethysmogram (PPG) signals, improving heart rate accuracy in wearable devices.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Wearable Technology
Background:
- Photoplethysmogram (PPG) signals are crucial for wearable devices but are highly susceptible to motion artifacts (MAs).
- Existing MA detection and removal techniques often yield unsatisfactory results due to complex MA waveforms.
- Accurate PPG signal processing is essential for reliable health monitoring.
Purpose of the Study:
- To develop a novel framework for identifying and mitigating abrupt motion artifacts in PPG signals.
- To enhance the accuracy of physiological measurements derived from PPG.
- To provide a robust solution for MA removal that preserves signal integrity.
Main Methods:
- A new framework integrating feature extraction, change-point detection, and MA removal was proposed.
- A data-dependent mechanism for optimal frame-size determination was employed.
- The method was evaluated using heart-beat-rate-measurement applications.
Main Results:
- Achieved a 98% correct detection rate for motion artifacts (MAs).
- Demonstrated an average heart-beat-rate tracking accuracy exceeding 97%.
- Preserved the original signal's temporal structure, unlike spectrum-based methods.
Conclusions:
- The proposed framework effectively identifies and removes MAs from PPG signals.
- The method significantly improves heart rate measurement accuracy in wearable devices.
- The framework is adaptable for other PPG-based applications, such as blood oxygen level (SpO2) calculation.
Keywords:
Automatic frame-size determinationHeart rate (HR)Motion artifact (MA) removalPhotoplethysmogramShort-time varianceMore Related Videos
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