Fine-Grained Sleep Apnea Detection Method from Multichannel Ballistocardiogram Using Convolution Neural Network

Sleep apnea is a common health condition that can affect numerous aspects of life and may cause a lot of health problems especially in the middle-aged and elderly population. Polysomnography(PSG), as the gold standard, is an expensive and inconvenient way to diagnose sleep apnea. However, ballistocardiogram can be collected by devices embedded in the surrounding environment, enabling inperceptible sleep apnea detection. Moreover, to obtain the fine-grained apnea fragments, a multistage sleep apn...