CN112088408A - 用于睡眠阶段检测的方法、计算设备和可穿戴设备 - Google Patents

用于睡眠阶段检测的方法、计算设备和可穿戴设备 Download PDF

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Publication number
CN112088408A
CN112088408A CN201980029886.3A CN201980029886A CN112088408A CN 112088408 A CN112088408 A CN 112088408A CN 201980029886 A CN201980029886 A CN 201980029886A CN 112088408 A CN112088408 A CN 112088408A
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vital sign
sleep stage
period
epochs
feature
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Chinese (zh)
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曼内拉特·吉拉瓦尼什库
他达·吉拉加拉斯
吴清文
潘纳维特·斯里苏克
蓬萨伦·添塔万
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Nitto Denko Corp
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Nitto Denko Corp
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CN201980029886.3A 2018-03-02 2019-02-28 用于睡眠阶段检测的方法、计算设备和可穿戴设备 Pending CN112088408A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
SG10201801850P 2018-03-02
SG10201801850P 2018-03-02
PCT/SG2019/050111 WO2019168474A1 (en) 2018-03-02 2019-02-28 Method, computing device and wearable device for sleep stage detection

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CN112088408A true CN112088408A (zh) 2020-12-15

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US (2) US11839485B2 (https=)
EP (1) EP3759722A4 (https=)
JP (3) JP7344213B2 (https=)
KR (1) KR20200127202A (https=)
CN (1) CN112088408A (https=)
AU (1) AU2019227364A1 (https=)
SG (1) SG11202008455WA (https=)
WO (1) WO2019168474A1 (https=)

Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113317804A (zh) * 2021-05-28 2021-08-31 清华大学 一种康复效率预测方法、及其训练装置和计算机设备
CN115881305A (zh) * 2023-03-03 2023-03-31 安徽星辰智跃科技有限责任公司 一种睡眠趋稳性检测量化及辅助干预的方法、系统和装置
CN116530933A (zh) * 2023-04-24 2023-08-04 平安科技（深圳）有限公司 睡眠质量的评估方法、装置、存储介质及计算机设备

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB2596518B (en) 2020-06-23 2022-11-23 Myzone Ltd Physical activity monitoring system
JP7523063B2 (ja) * 2020-09-29 2024-07-26 パナソニックＩｐマネジメント株式会社 状況推定装置、サーバ装置、状況推定システム、及び状況推定方法
CN112869711B (zh) * 2021-01-19 2022-06-03 华南理工大学 一种基于深度神经网络的自动睡眠分期及迁移方法
CN112932433B (zh) * 2021-02-05 2022-11-08 青岛大学 一种心电图的心律失常自动分类方法
US20220370757A1 (en) * 2021-05-18 2022-11-24 Hypnocore Ltd. Personalized sleep wellness score for treatment and/or evaluation of sleep conditions
EP4341957A1 (en) * 2021-05-21 2024-03-27 Oura Health Oy Sleep staging algorithm
CN113303814B (zh) * 2021-06-13 2022-07-05 大连理工大学 基于深度迁移学习的单通道耳脑电自动睡眠分期方法
US12254971B2 (en) * 2021-08-24 2025-03-18 Oura Health Oy Location-based activity tracking
KR102665153B1 (ko) * 2021-11-30 2024-05-13 (주)허니냅스 수면 무호흡 증 진단 장치 및 그 동작 방법
CN116682535B (zh) * 2023-08-03 2024-05-10 安徽星辰智跃科技有限责任公司 基于数值拟合的睡眠可持续性检测调节方法、系统和装置

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105982643A (zh) * 2014-12-22 2016-10-05 财团法人工业技术研究院 睡眠事件检测方法与系统

Family Cites Families (29)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5596993A (en) * 1994-09-21 1997-01-28 Beth Israel Hospital Fetal data processing system and method
JP3831918B2 (ja) * 2001-10-25 2006-10-11 株式会社シービーシステム開発 唾眠段階判定装置
JP5451013B2 (ja) * 2007-09-06 2014-03-26 英次 麻野井 睡眠の質を評価するために用いる表示又は印刷を行う装置、方法、コンピュータプログラム、呼吸補助装置、慢性心疾患患者を対象とした呼吸補助装置、睡眠導入装置、マッサージ装置、検査装置
US20090198145A1 (en) * 2008-02-06 2009-08-06 Chow Harrison Compositions, methods, and systems for rapid induction and maintenance of continuous rem sleep
JP2011115188A (ja) * 2008-06-13 2011-06-16 Heart Metrics Kk 睡眠状態モニタリング装置、モニタリングシステムおよびコンピュータプログラム
KR20110094064A (ko) * 2008-11-14 2011-08-19 네우로비길, 아이엔씨 수면 및 각성 패턴의 확인 방법 및 용도
AU2015268701A1 (en) 2008-11-14 2016-01-07 Neurovigil, Inc. Methods of Identifying Sleep & Waking Patterns and Uses
JP5720295B2 (ja) 2011-02-22 2015-05-20 オムロンヘルスケア株式会社 睡眠評価装置および睡眠評価装置における表示方法
JP5857609B2 (ja) * 2011-10-12 2016-02-10 アイシン精機株式会社 睡眠状態判別装置
JP2014024774A (ja) 2012-07-25 2014-02-06 Lion Corp 睡眠の質改善剤
US10492720B2 (en) * 2012-09-19 2019-12-03 Resmed Sensor Technologies Limited System and method for determining sleep stage
US9728059B2 (en) * 2013-01-15 2017-08-08 Fitbit, Inc. Sedentary period detection utilizing a wearable electronic device
US9655559B2 (en) 2014-01-03 2017-05-23 Vital Connect, Inc. Automated sleep staging using wearable sensors
US20170274174A1 (en) * 2014-08-22 2017-09-28 The General Hospital Corporation System and method for administering, monitoring and controlling biomimetic sleep
CA2996475A1 (en) * 2014-09-12 2016-03-17 Blacktree Fitness Technologies Inc. Portable devices and methods for measuring nutritional intake
JP6720178B2 (ja) * 2014-12-18 2020-07-08 コーニンクレッカ フィリップス エヌ ヴェＫｏｎｉｎｋｌｉｊｋｅ Ｐｈｉｌｉｐｓ Ｎ．Ｖ． 心肺睡眠段階分類のためのシステム及び方法
AU2015372661B2 (en) * 2014-12-30 2021-04-01 Nitto Denko Corporation Method and apparatus for deriving a mental state of a subject
JP5993968B2 (ja) * 2015-02-05 2016-09-21 日本電信電話株式会社 睡眠段階推定装置、方法およびプログラム
JP6539901B2 (ja) * 2015-03-09 2019-07-10 学校法人法政大学 植物病診断システム、植物病診断方法、及びプログラム
CN114545355B (zh) * 2015-04-20 2026-03-10 瑞思迈传感器技术有限公司 由特征信号对人类的检测和识别
JP6553397B2 (ja) * 2015-05-08 2019-07-31 花王株式会社 睡眠感判定方法及び睡眠感判定装置
JP6767394B2 (ja) * 2015-05-29 2020-10-14 コーニンクレッカ フィリップス エヌ ヴェＫｏｎｉｎｋｌｉｊｋｅ Ｐｈｉｌｉｐｓ Ｎ．Ｖ． 上気道疾患に関する治療に対する患者の順守を高めさせるための装置、前記装置の作動方法、及びコンピュータプログラム
US10321871B2 (en) 2015-08-28 2019-06-18 Awarables Inc. Determining sleep stages and sleep events using sensor data
US11589758B2 (en) * 2016-01-25 2023-02-28 Fitbit, Inc. Calibration of pulse-transit-time to blood pressure model using multiple physiological sensors and various methods for blood pressure variation
JP6439729B2 (ja) 2016-03-24 2018-12-19 トヨタ自動車株式会社 睡眠状態推定装置
JP6559095B2 (ja) 2016-06-15 2019-08-14 日本電信電話株式会社 睡眠モデル作成装置、睡眠段階推定装置、方法およびプログラム
US10750958B2 (en) * 2016-09-15 2020-08-25 Whoop, Inc. Variable brightness and gain for optimizing signal acquisition
SG10201608507PA (en) * 2016-10-11 2018-05-30 Nat Univ Singapore Determining Sleep Stages
CN108836269A (zh) * 2018-05-10 2018-11-20 电子科技大学 一种融合心率呼吸体动的自动睡眠分期方法

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105982643A (zh) * 2014-12-22 2016-10-05 财团法人工业技术研究院 睡眠事件检测方法与系统

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
SIDDHARTH BISWAL等: "SLEEPNET: Automated Sleep Staging System via Deep Learning", ARXIV.ORG.CORNELL UNIVERSITY LIBRARY, pages 9 - 10 *
TOKI TAKEDA等: "Time-dependent sleep stage transition model based on heart rate variability", IEEE *

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN113317804A (zh) * 2021-05-28 2021-08-31 清华大学 一种康复效率预测方法、及其训练装置和计算机设备
CN113317804B (zh) * 2021-05-28 2022-08-26 清华大学 一种康复效率预测方法、及其训练装置和计算机设备
CN115881305A (zh) * 2023-03-03 2023-03-31 安徽星辰智跃科技有限责任公司 一种睡眠趋稳性检测量化及辅助干预的方法、系统和装置
CN116530933A (zh) * 2023-04-24 2023-08-04 平安科技（深圳）有限公司 睡眠质量的评估方法、装置、存储介质及计算机设备

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