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Respiratory Rate Estimation during Walking and Running Using Breathing Sounds Recorded with a Microphone
Chiara Romano1, Andrea Nicolò2, Lorenzo Innocenti2
1Departmental Faculty of Engineering, Università Campus Bio-Medico di Roma, 00128 Rome, Italy.
A facemask microphone accurately estimates respiratory frequency (breaths per minute) during exercise. This novel approach offers a viable method for athletes to monitor breathing effort, even during intense physical activity.
Area of Science:
- Sports Science
- Biomedical Engineering
- Wearable Technology
Background:
- Respiratory frequency (f) is a key indicator of physical exertion.
- Monitoring f during exercise presents challenges like motion artifacts.
- Microphone sensors, less susceptible to motion artifacts, are underutilized for breathing monitoring.
Purpose of the Study:
- To evaluate a facemask-integrated microphone for estimating respiratory frequency (f) during various exercise intensities.
- To assess the accuracy of microphone-based f estimation against a reference flowmeter system.
Main Methods:
- A microphone embedded in a facemask captured breath sounds.
- Respiratory frequency (f) was calculated from exhalation events in 30-second intervals.
- Ten healthy subjects performed rest, walking, and running protocols.
- Data were compared against an orifice flowmeter using Mean Absolute Error (MAE) and Mean of Differences (MOD).
Main Results:
- The microphone system showed good agreement with the reference flowmeter.
- Accuracy decreased slightly with increased exercise intensity and ambient noise.
- Maximum MAE was 3.8 bpm and MOD was -2.0 bpm during running at 12 km/h.
- Overall MAE was 1.7 bpm, and MOD ± LOAs was -0.24 ± 5.07 bpm across all conditions.
Conclusions:
- Facemask-mounted microphone sensors are a suitable option for estimating respiratory frequency (f) during exercise.
- This technology can provide valuable insights into athletes' physical effort and training load.
- Further research may refine this non-invasive method for widespread athletic use.
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