Portable sleep apnea syndrome screening and event detection using long short-term memory recurrent neural network

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Hung Chi Chang, Hau Tieng Wu, Po Chiun Huang, Hsi Pin Ma, Yu Lun Lo 和 Yuan Hao Huang

Sensors (Basel, Switzerland), 卷.20(21), 6067

25/10/2020

PMID: 33113849

Web of Science ID: WOS:000589193300001

摘要

Abdominal movement signal

Hypopnea

LSTM-RNN

Neural network

Oxygen saturation

Sleep apnea syndrome

Sleep–wake detection

Synchrosqueezing transform

Thoracic movement signal

Triaxial accelerometer

url

https://doi.org/10.3390/s20216067檢視

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題名: Portable sleep apnea syndrome screening and event detection using long short-term memory recurrent neural network
創作者：: Hung Chi Chang - National Tsing Hua University
Hau Tieng Wu - Duke University
Po Chiun Huang - 國立清華大學, 電機工程學系
Hsi Pin Ma - 國立清華大學, 半導體研究學院
Yu Lun Lo - Chang Gung University
Yuan Hao Huang - 國立清華大學, 電機工程學系
出版者: MDPI
總頁數: 17
補助款備註: National Tsing Hua University (http://data.elsevier.com/vocabulary/SciValFunders/501100005057) 107Q2516E1; CMRPG3H0251 / National Tsing Hua University (http://data.elsevier.com/vocabulary/SciValFunders/501100005057) 107Q2516E1 / Chang Gung University (501100002836) Chang Gung University (http://data.elsevier.com/vocabulary/SciValFunders/501100002836) CMRPG3H0251 / Chang Gung University (501100002836) National Tsing Hua University Joint Project CMRPG3H0251 / National Tsing Hua University (501100005057)
學術資源類型: 期刊文章
出版日期: 25/10/2020
出版資訊: Sensors (Basel, Switzerland), 卷.20(21), 6067
語言: 英語