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Signal Quality and Reliability of Heart Rate Measurement Using Simultaneous PPG and Inertial Data in Healthy Adults.
Katrin Hainzl1, Amr Negm1, Eva Schweighofer1
1University of Applied Sciences Wiener Neustadt, Wiener Neustadt, Austria.
Studies in Health Technology and Informatics
|May 12, 2026
Summary
Smartphone sensors can estimate heart rate and beat-to-beat intervals, but accuracy varies. Synchronized dual-device recordings improve reliability compared to single-device setups for cardiac monitoring.
Area of Science:
- Biomedical Engineering
- Cardiovascular Physiology
- Mobile Health Technology
Background:
- Accurate heart rate and beat-to-beat interval estimation is crucial for cardiovascular health monitoring.
- Smartphone sensors like photoplethysmography (PPG) and inertial measurement units (IMUs) provide accessible data but are sensitive to how they are used.
- Understanding how different usage scenarios affect sensor reliability is key for clinical application.
Purpose of the Study:
- To investigate the impact of different smartphone acquisition configurations on the agreement of RR intervals derived from PPG and accelerometer data.
- To compare the reliability of RR interval measurements using single-device versus synchronized dual-device smartphone setups.
Main Methods:
- An observational pilot study recorded simultaneous PPG and accelerometer signals from smartphones.
- Three acquisition configurations were tested: single-device supine (M1), single-device seated (M2), and synchronized dual-device (M3).
- RR intervals were calculated using consistent filtering and peak detection methods across all configurations.
Main Results:
- The agreement between accelerometer- and PPG-derived RR intervals varied significantly across the tested configurations (Kruskal-Wallis H = 15.98, p < .001).
- The synchronized dual-device configuration demonstrated superior performance with a lower median RR agreement error (38.33 ms) compared to single-device configurations (median 107 ms).
Conclusions:
- The method of data acquisition using smartphones significantly affects the reliability of smartphone-derived RR intervals.
- Standardized acquisition protocols are essential for ensuring dependable cardiac monitoring using smartphone technology.
- Dual-device synchronized recordings show promise for enhancing the accuracy of mobile cardiovascular monitoring.
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