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Updated: Jul 17, 2026

Assessment of Physical Activity Intensity with Accelerometers and Oxygen Consumption
Published on: June 20, 2025
Estimation of oxygen uptake during fast running using accelerometry and heart rate
Barry W Fudge1, John Wilson, Chris Easton
1International Centre for East African Running Science and Institute of Biomedical & Life Sciences, University of Glasgow, Glasgow, UK.
Triaxial accelerometers accurately measure running speed, unlike uniaxial ones which plateau due to biomechanics. Combining accelerometry and heart rate improves oxygen uptake (VO2) prediction, especially with individual calibration.
Area of Science:
- Exercise Physiology
- Biomechanics
- Wearable Technology
Background:
- Previous studies noted accelerometer counts plateauing at faster running speeds.
- This phenomenon may stem from biomechanical or device limitations.
- Accurate prediction of oxygen uptake (VO2) is crucial for exercise monitoring.
Purpose of the Study:
- To investigate the causes of accelerometer count plateaus during running.
- To assess the feasibility of predicting VO2 using combined accelerometry and heart rate.
- To compare prediction accuracy across different methodologies.
Main Methods:
- Sixteen endurance-trained subjects performed treadmill tests.
- Measurements included uni- and triaxial accelerometer data, heart rate, and gas exchange.
- Exercise involved walking and running at various speeds up to volitional exhaustion.
Main Results:
- Uniaxial accelerometer outputs plateaued during running, while triaxial outputs remained linear up to 20 km.h(-1).
- VO2 prediction improved with combined accelerometry and heart rate compared to single methods.
- Linear regression models showed high R2 values, especially with individually calibrated data (0.99-1.00).
Conclusions:
- Triaxial accelerometers provide a linear measure of speed during running, unlike uniaxial sensors affected by running biomechanics.
- Combined accelerometry and heart rate data offer superior VO2 prediction compared to individual measures.
- Individual calibration significantly enhances the accuracy of VO2 estimation.
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