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Heart Rate Variability from Wearables: A Comparative Analysis Among Standard ECG, a Smart Shirt and a Wristband
Pierluigi Reali1, Giulia Tacchino1, Giulia Rocco1
1Dept. of Electronics Information and Bioengineering, Politecnico di Milano, Italy.
ECG shirts provide more reliable Heart Rate Variability (HRV) measurements than PPG wristbands, especially during standing. Careful interpretation of wristband data is advised due to accuracy issues.
Area of Science:
- Biomedical Engineering
- Cardiovascular Physiology
- Wearable Technology
Background:
- Heart Rate Variability (HRV) is a key indicator of autonomic nervous system function.
- Wearable sensors offer convenient methods for continuous physiological monitoring.
- Accurate HRV assessment is crucial for various health and performance applications.
Purpose of the Study:
- To compare the accuracy of HRV derived from an ECG shirt and a PPG wristband against a reference ECG.
- To evaluate the reliability of online data acquisition from wearable devices.
- To assess the impact of body position on the accuracy of wearable-based HRV measurements.
Main Methods:
- Simultaneous data acquisition from a standard ECG, an ECG shirt, and a PPG wristband in 8 subjects.
- Recording signals during seated, standing, and controlled respiration phases.
- Analysis using time and frequency domain HRV parameters and Bland-Altman methods for beat-to-beat comparison.
Main Results:
- ECG shirt HRV parameters closely matched the reference ECG, outperforming the PPG wristband.
- PPG wristband inter-beat intervals (IBI) showed significant differences from ECG-derived HRV, particularly in the standing position.
- A high number of missing beats were observed with the wristband, suggesting potential design limitations.
Conclusions:
- ECG shirts offer a more reliable method for online HRV monitoring compared to PPG wristbands.
- Caution is recommended when interpreting online PPG-derived IBI due to observed inaccuracies.
- Improvements in wearable device design, such as sensor adhesion, are needed to enhance PPG signal quality and reduce measurement errors.
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