… , tracheal sound analysis is considered to have excellent potential in the evaluation of
sleep-… We have developed a new system of tracheal sound analysis to detect sleep-disordered …

… Snoring is the most common symptom of obstructive sleep apnea hypopnea syndrome (…
for diagnosing OSAHS based solely on snore sound analysis. The method comprises a logistic …

… We hypothesized that image analysis of all-night TS recordings by a deep neural network
(… sleep/wake status. The aim of this study is to develop a DNN-based system for sleep apnea …

… its closest apnea event. We define benign phase as the portion of sleep when no apnea occurs
within … classification of subject with and without sleep apnea through snoring analysis,” in …

… REM sleep as well as upper airway collapse in patients with OSA. In this study, we test whether
the analysis … -related sounds can accurately identify OSA during REM and NREM sleep. …

… In this study, we have demonstrated that our new sleep breathing sound analysis method
can provide relatively high performance for multiple OSA severity classification. We …

… principle symptoms of obstructive sleep apnea (OSA). Snoring sound analysis is a potentially
… However, no investigation has determined the accuracy of snoring signal analysis for the …

… sound spectrum between first snoring sound after upper level and lower level obstructive
apneas, and it is possible to use sound spectrum analysis … obstructive sleep apnea syndrome (…

… In this study, a new method has been proposed that uses breathing sound analysis for OSA
severity prediction during wakefulness. The structural and physiological changes associated …

… 38]; hence, their analysis during sleep can reveal useful … sound and S a O 2 signals for
apnea/hypopnea detection has been compared in [27]. It was shown that tracheal sound analysis …