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LightSleepNet: Design of a Personalized Portable Sleep Staging System Based on Single-Channel EEG

LightSleepNet: Design of a Personalized Portable Sleep Staging System Based on Single-Channel EEG

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2918403185

LightSleepNet: Design of a Personalized Portable Sleep Staging System Based on Single-Channel EEG

About this item

Full title

LightSleepNet: Design of a Personalized Portable Sleep Staging System Based on Single-Channel EEG

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2024-01

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

This paper proposed LightSleepNet - a light-weight, 1-d Convolutional Neural Network (CNN) based personalized architecture for real-time sleep staging, which can be implemented on various mobile platforms with limited hardware resources. The proposed architecture only requires an input of 30s single-channel EEG signal for the classification. Two re...

Alternative Titles

Full title

LightSleepNet: Design of a Personalized Portable Sleep Staging System Based on Single-Channel EEG

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2918403185

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2918403185

Other Identifiers

E-ISSN

2331-8422

DOI

10.48550/arxiv.2401.13194

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