Apple Research Suggests AirPods Could Be Used to Estimate Respiratory RateApple researchers have discovered that wearable devices like
AirPods can be used to estimate a user's respiratory rate, opening up another potential avenue in biometric health sensor smarts.
Respiratory rate (RR) is a clinical metric used to assess overall health and physical fitness. In a
paper highlighted on the
Apple Machine Learning Research website and spotted by
MyHealthyApple, researchers found that "wearable headphones" are able to pick up audible inhalations and exhalations during exertion using the device's on-board microphones.
According to the paper, the appeal of remote estimation of RR is that it offers a cost-effective method of tracking disease progression and cardio-respiratory fitness over time using "accessible, aesthetically acceptable," non-invasive wearable devices.
Data was collected from 21 individuals using microphone-enabled, near-field headphones before, during, and after strenuous exercise. RR was manually annotated by counting audibly perceived inhalations and exhalations.
A multi-level convolutional neural network was used to achieve signal clarity among other things and the results observed show that RR can be estimated with a concordance correlation coefficient (CCC) of 0.76 and a mean squared error (MSE) of 0.2, demonstrating that audio can be a viable signal for passively estimating RR.
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Results presented validate that RR can be estimated from audio captured using wearable microphones, enabling the detection of heavy breathing conditions and the monitoring of RR changes, a measure of cardio-respiratory fitness, over time. The findings show promise for further development of a respiratory health tool with a larger study cohort.While the paper doesn't name ‌AirPods‌ as such, Apple is known to have explored the potential of adding health monitoring features to the truly wireless earphones. For example,
one Apple patent describes an earbud-based fitness monitoring system which integrates an advanced biometric sensor that can detect physiological metrics including temperature, heart rate, perspiration levels and more, through skin contact and via built-in motion sensors.
Meanwhile,
DigiTimes has suggested that health sensors could be included in ‌AirPods‌ in one to two years, and Apple's vice president of technology Kevin Lynch in June 2021 said that Apple may one day
build health features into the ‌AirPods‌ to provide users with additional health data.
Apple is already expected to add support for respiratory rate tracking via a user's Apple Watch in
iOS 15. Code seen by
MacRumors suggests that the Health app will be able to display respiratory rate data after a workout or upon waking up, along with blood glucose highlights and heart rate.
The debut of new health monitoring features in ‌iOS 15‌ cannot be taken as concrete evidence that Apple is planning to bring them to the Apple Watch Series 7, but we'll find out soon for sure. The Apple Watch Series 7 is expected to be announced in September, alongside
third-generation AirPods that ape the
AirPods Pro design. <div class="linkback">Related Roundups:
AirPods,
AirPods Pro</div><div class="linkback">Tag:
Apple Machine Learning Journal</div><div class="linkback">Buyer's Guide:
AirPods (Don't Buy),
AirPods Pro (Neutral)</div><div class="linkback">Related Forum:
AirPods</div>
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Apple Research Suggests AirPods Could Be Used to Estimate Respiratory Rate
