Single-Channel EEG Data Analysis Using a Multi-Branch CNN for Neonatal Sleep Staging

Single-Channel EEG Data Analysis Using a Multi-Branch CNN for Neonatal Sleep Staging

Neonatal sleep staging is crucial for understanding infant brain development and assessing neurological health. This study explores the optimal electrode configuration to reduce technical complexities and potential risks of causing skin irritation to neonates during data collection. A Multi-Branch C...

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Bibliographic Details
Main Authors: Hafza Ayesha Siddiqa, Zhenning Tang, Yan Xu, Laishuan Wang, Muhammad Irfan, Saadullah Farooq Abbasi, Anum Nawaz, Chen Chen, Wei Chen
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
EEG
sleep analysis
neonatal sleep state classification
FFT
DFA
multiscale fluctuation entropy
Online Access:https://ieeexplore.ieee.org/document/10433501/

Internet

https://ieeexplore.ieee.org/document/10433501/

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