Intelligent automatic sleep staging model based on CNN and LSTM

Intelligent automatic sleep staging model based on CNN and LSTM

Since electroencephalogram (EEG) is a significant basis to treat and diagnose somnipathy, sleep electroencephalogram automatic staging methods play important role in the treatment and diagnosis of sleep disorders. Due to the characteristics of weak signals, EEG needs accurate and efficient algorithm...

Full description

Bibliographic Details
Main Authors: Lan Zhuang, Minhui Dai, Yi Zhou, Lingyu Sun
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-07-01
Series:Frontiers in Public Health
Subjects:
EEG signal
convolutional neural network
long-term and short-term memory
sleep stage
multichannel
feature fusion
Online Access:https://www.frontiersin.org/articles/10.3389/fpubh.2022.946833/full

Internet

https://www.frontiersin.org/articles/10.3389/fpubh.2022.946833/full

Similar Items