Single-lead ECG based multiscale neural network for obstructive sleep apnea detection

Wang, Zhiya; Peng, Caijing; Li, Baozhu; Penzel, Thomas; Liu, Ran; Zhang, Yuwei; Yu, Xinge

doi:10.1016/j.iot.2022.100613

Internet of Things

2022

DOI: 10.1016/j.iot.2022.100613

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Single-lead ECG based multiscale neural network for obstructive sleep apnea detection

Zhiya Wang¹,

Caijing Peng²,

Baozhu Li³

et al.

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Cited by 5 publications

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Multiscale entropy analysis of single lead ECG and ECG derived respiration for AI based prediction of sleep apnea events

Parbat,

Chakraborty

2024

Biomedical Signal Processing and Control

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Single-lead ECG based multiscale neural network for obstructive sleep apnea detection

Cited by 5 publications

References 16 publications

Multiscale entropy analysis of single lead ECG and ECG derived respiration for AI based prediction of sleep apnea events

Multiscale entropy analysis of single lead ECG and ECG derived respiration for AI based prediction of sleep apnea events

Time-hybrid OSAformer (THO): A hybrid temporal sequence transformer for accurate detection of obstructive sleep apnea via single-lead ECG signals

Design of embedded real-time system for snoring and OSA detection based on machine learning

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