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  1. 7 lip 2023 · Watch-type wearable devices have gained popularity in recent years for monitoring sleep and detecting sleep apnea with the increasing use of smartwatches. These devices typically use accelerometers and PPG sensors to track movement and HRV during sleep [68, 69].

  2. 29 mar 2018 · Smartphone applications use movement patterns in order to detect sleep, sleep disorders, and sometimes even sleep apnea 21. Here, we present the screenshots of a simple app which tracks sleep depth and, based on this, derives sleep duration and a kind of sleep quality.

  3. 24 maj 2023 · When comparing healthy controls to sleep apnea patients, the wearable system can detect obstructive sleep apnea with an accuracy of 88.5%. Furthermore, deep learning offers automated sleep scoring, demonstrating portability, and point-of-care usability.

  4. 20 gru 2019 · an advanced machine learning algorithm for passively monitoring sleep and nocturnal breathing from radio waves reflected off people while asleep. Validation results in comparison with the gold standard (i.e., polysomnography) (n=849) demonstrate that the model captures the sleep

  5. 13 wrz 2017 · This Device Uses Radio Waves To Track How You’re Sleeping. Scientists think it could help them better understand progression of chronic diseases like Parkinson’s. Randy Rieland. September 13,...

  6. 6 sie 2017 · To make it easier to diagnose and study sleep problems, researchers at MIT and Massachusetts General Hospital have devised a new way to monitor sleep stages without sensors attached to the body. Their device uses an advanced artificial intelligence algorithm to analyze the radio signals around the person and translate those measurements into ...

  7. 20 paź 2023 · A new wearable monitor. New research published in the journal Advanced Intelligent Systems describes a novel sleep apnea detection system in the form of a wearable device that tracks the breathing of patients without the need for sleep clinics and uncomfortable and expensive apparatus.

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