JP7383723B2 - 前頭部脳活動モニタリングセンサからの情報に基づいた深い睡眠の強化 - Google Patents
前頭部脳活動モニタリングセンサからの情報に基づいた深い睡眠の強化 Download PDFInfo
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- JP7383723B2 JP7383723B2 JP2021557157A JP2021557157A JP7383723B2 JP 7383723 B2 JP7383723 B2 JP 7383723B2 JP 2021557157 A JP2021557157 A JP 2021557157A JP 2021557157 A JP2021557157 A JP 2021557157A JP 7383723 B2 JP7383723 B2 JP 7383723B2
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/48—Other medical applications
- A61B5/4806—Sleep evaluation
- A61B5/4812—Detecting sleep stages or cycles
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M21/00—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis
- A61M21/02—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis for inducing sleep or relaxation, e.g. by direct nerve stimulation, hypnosis, analgesia
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/316—Modalities, i.e. specific diagnostic methods
- A61B5/369—Electroencephalography [EEG]
- A61B5/372—Analysis of electroencephalograms
- A61B5/374—Detecting the frequency distribution of signals, e.g. detecting delta, theta, alpha, beta or gamma waves
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/24—Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
- A61B5/316—Modalities, i.e. specific diagnostic methods
- A61B5/369—Electroencephalography [EEG]
- A61B5/375—Electroencephalography [EEG] using biofeedback
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/68—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
- A61B5/6801—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
- A61B5/6802—Sensor mounted on worn items
- A61B5/6803—Head-worn items, e.g. helmets, masks, headphones or goggles
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/68—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient
- A61B5/6801—Arrangements of detecting, measuring or recording means, e.g. sensors, in relation to patient specially adapted to be attached to or worn on the body surface
- A61B5/6813—Specially adapted to be attached to a specific body part
- A61B5/6814—Head
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
- A61B5/7235—Details of waveform analysis
- A61B5/7264—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
- A61B5/7267—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
- A61B5/7271—Specific aspects of physiological measurement analysis
- A61B5/7275—Determining trends in physiological measurement data; Predicting development of a medical condition based on physiological measurements, e.g. determining a risk factor
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B2562/00—Details of sensors; Constructional details of sensor housings or probes; Accessories for sensors
- A61B2562/02—Details of sensors specially adapted for in-vivo measurements
- A61B2562/0209—Special features of electrodes classified in A61B5/24, A61B5/25, A61B5/283, A61B5/291, A61B5/296, A61B5/053
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- A—HUMAN NECESSITIES
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- A61B5/48—Other medical applications
- A61B5/4836—Diagnosis combined with treatment in closed-loop systems or methods
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/74—Details of notification to user or communication with user or patient; User input means
- A61B5/7405—Details of notification to user or communication with user or patient; User input means using sound
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
- A61B5/00—Measuring for diagnostic purposes; Identification of persons
- A61B5/74—Details of notification to user or communication with user or patient; User input means
- A61B5/742—Details of notification to user or communication with user or patient; User input means using visual displays
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M21/00—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis
- A61M2021/0005—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus
- A61M2021/0011—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus in a subliminal way, i.e. below the threshold of sensation
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M21/00—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis
- A61M2021/0005—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus
- A61M2021/0027—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus by the hearing sense
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M21/00—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis
- A61M2021/0005—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus
- A61M2021/0044—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus by the sight sense
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M21/00—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis
- A61M2021/0005—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus
- A61M2021/0055—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus with electric or electro-magnetic fields
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M21/00—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis
- A61M2021/0005—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus
- A61M2021/0072—Other devices or methods to cause a change in the state of consciousness; Devices for producing or ending sleep by mechanical, optical, or acoustical means, e.g. for hypnosis by the use of a particular sense, or stimulus with application of electrical currents
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M2205/00—General characteristics of the apparatus
- A61M2205/35—Communication
- A61M2205/3576—Communication with non implanted data transmission devices, e.g. using external transmitter or receiver
- A61M2205/3592—Communication with non implanted data transmission devices, e.g. using external transmitter or receiver using telemetric means, e.g. radio or optical transmission
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- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M2205/00—General characteristics of the apparatus
- A61M2205/50—General characteristics of the apparatus with microprocessors or computers
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M2205/00—General characteristics of the apparatus
- A61M2205/50—General characteristics of the apparatus with microprocessors or computers
- A61M2205/502—User interfaces, e.g. screens or keyboards
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M2230/00—Measuring parameters of the user
- A61M2230/08—Other bio-electrical signals
- A61M2230/10—Electroencephalographic signals
-
- A—HUMAN NECESSITIES
- A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
- A61M—DEVICES FOR INTRODUCING MEDIA INTO, OR ONTO, THE BODY; DEVICES FOR TRANSDUCING BODY MEDIA OR FOR TAKING MEDIA FROM THE BODY; DEVICES FOR PRODUCING OR ENDING SLEEP OR STUPOR
- A61M2230/00—Measuring parameters of the user
- A61M2230/08—Other bio-electrical signals
- A61M2230/14—Electro-oculogram [EOG]
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- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Health & Medical Sciences (AREA)
- Animal Behavior & Ethology (AREA)
- Veterinary Medicine (AREA)
- Public Health (AREA)
- Biomedical Technology (AREA)
- Heart & Thoracic Surgery (AREA)
- Molecular Biology (AREA)
- Surgery (AREA)
- Medical Informatics (AREA)
- Pathology (AREA)
- Biophysics (AREA)
- Artificial Intelligence (AREA)
- Psychiatry (AREA)
- Psychology (AREA)
- Anesthesiology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Physiology (AREA)
- Signal Processing (AREA)
- Acoustics & Sound (AREA)
- Hematology (AREA)
- Pain & Pain Management (AREA)
- Evolutionary Computation (AREA)
- Fuzzy Systems (AREA)
- Mathematical Physics (AREA)
- Measurement And Recording Of Electrical Phenomena And Electrical Characteristics Of The Living Body (AREA)
- Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
- Ophthalmology & Optometry (AREA)
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201962825088P | 2019-03-28 | 2019-03-28 | |
| US62/825,088 | 2019-03-28 | ||
| PCT/EP2020/057711 WO2020193382A1 (en) | 2019-03-28 | 2020-03-20 | Enhancing deep sleep based on information from frontal brain activity monitoring sensors |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2022525985A JP2022525985A (ja) | 2022-05-20 |
| JP2022525985A5 JP2022525985A5 (https=) | 2023-01-30 |
| JP7383723B2 true JP7383723B2 (ja) | 2023-11-20 |
Family
ID=70005613
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2021557157A Active JP7383723B2 (ja) | 2019-03-28 | 2020-03-20 | 前頭部脳活動モニタリングセンサからの情報に基づいた深い睡眠の強化 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US11612713B2 (https=) |
| EP (1) | EP3946036B1 (https=) |
| JP (1) | JP7383723B2 (https=) |
| CN (1) | CN113677270B (https=) |
| WO (1) | WO2020193382A1 (https=) |
Families Citing this family (11)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP4072421A1 (en) * | 2019-12-09 | 2022-10-19 | Koninklijke Philips N.V. | Method and system for enhancement of slow wave activity and personalized measurement thereof |
| US20230173221A1 (en) * | 2020-04-30 | 2023-06-08 | Resmed Sensor Technologies Limited | Systems and methods for promoting a sleep stage of a user |
| 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 |
| TWI795045B (zh) * | 2021-10-21 | 2023-03-01 | 易思腦科技股份有限公司 | 生理訊號遠距雙向傳訊處理系統與方法 |
| US20230158273A1 (en) * | 2021-11-24 | 2023-05-25 | The Johns Hopkins University | Sleep assessment and stimulus apparatus and methods |
| US12458769B2 (en) | 2021-12-07 | 2025-11-04 | Koninklijke Philips N.V. | Chinstrap adjustment system and method |
| CN114652938B (zh) * | 2022-02-18 | 2023-12-26 | 南京安睡科技有限公司 | 一种促进睡眠的智能闭环调控刺激系统及使用方法 |
| AU2023257288A1 (en) * | 2022-04-22 | 2024-08-22 | NeuroGeneces Inc. | Sensing system with features for determining physiological metrics of a subject and for predicting electrophysiological events of a subject |
| CN116092641B (zh) * | 2023-04-07 | 2023-07-04 | 安徽星辰智跃科技有限责任公司 | 一种睡眠感官应激水平动态调节的方法、系统和装置 |
| GB2637011A (en) * | 2024-01-03 | 2025-07-09 | Inoveris Solutions Srl | System and methods for improving sleep quality |
| CN120732371B (zh) * | 2025-09-03 | 2026-01-23 | 爱梦睡眠(珠海)智能科技有限公司 | 一种基于脑电反馈的深度睡眠分期管理方法及系统 |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2001503667A (ja) | 1996-11-21 | 2001-03-21 | アクソン・ゲゼルシャフト・ミト・ベシュレンクテル・ハフツング・シュマルカルデン | 睡眠プロファイルを求める装置と方法 |
| WO2016121755A1 (ja) | 2015-01-30 | 2016-08-04 | ヤマハ株式会社 | 睡眠誘導装置、制御方法、およびコンピュータ読み取り可能な記録媒体 |
| WO2017109621A1 (en) | 2015-12-22 | 2017-06-29 | Koninklijke Philips N.V. | System and method for adjusting the intensity of sensory stimulation during sleep based on sleep depth |
| WO2018001936A1 (en) | 2016-06-27 | 2018-01-04 | Koninklijke Philips N.V. | System and method for adjusting the volume of auditory stimulation during sleep based on sleep depth latencies |
| US20180060507A1 (en) | 2016-08-26 | 2018-03-01 | TCL Research America Inc. | Method and system for optimized wake-up strategy via sleeping stage prediction with recurrent neural networks |
| WO2018183106A1 (en) | 2017-03-26 | 2018-10-04 | Massachusetts Institute Of Technology | Learning sleep stages from radio signals |
Family Cites Families (14)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20070249952A1 (en) * | 2004-02-27 | 2007-10-25 | Benjamin Rubin | Systems and methods for sleep monitoring |
| US20060293608A1 (en) * | 2004-02-27 | 2006-12-28 | Axon Sleep Research Laboratories, Inc. | Device for and method of predicting a user's sleep state |
| US7942824B1 (en) * | 2005-11-04 | 2011-05-17 | Cleveland Medical Devices Inc. | Integrated sleep diagnostic and therapeutic system and method |
| US8628462B2 (en) * | 2008-10-07 | 2014-01-14 | Advanced Brain Monitoring, Inc. | Systems and methods for optimization of sleep and post-sleep performance |
| WO2011082346A2 (en) * | 2009-12-31 | 2011-07-07 | Doelling Eric N | Devices, systems, and methods for monitoring, analyzing, and/or adjusting sleep conditions |
| JP6374483B2 (ja) * | 2013-04-17 | 2018-08-15 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | 睡眠徐波活性を増強するための感覚刺激強さの調整 |
| EP3079561A1 (en) * | 2013-12-12 | 2016-10-19 | Koninklijke Philips N.V. | System and method for facilitating sleep stage transitions |
| US9821162B2 (en) * | 2014-04-25 | 2017-11-21 | Medtronic, Inc. | Deep brain stimulation for sleep disorders |
| WO2016005870A1 (en) * | 2014-07-07 | 2016-01-14 | Koninklijke Philips N.V. | System and method for adjusting the intensity of sensory stimulation during sleep based on sleep spindles |
| CN107072540B (zh) | 2014-09-30 | 2024-01-16 | 皇家飞利浦有限公司 | 用于检测慢波的系统和方法 |
| WO2016083929A1 (en) * | 2014-11-25 | 2016-06-02 | Koninklijke Philips N.V. | System and method for adjusting duration of sensory stimulation during sleep to enhance slow wave activity |
| JP6396593B2 (ja) * | 2014-12-03 | 2018-09-26 | コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. | 仮眠の回復値を増加させるためのシステム及び方法 |
| CN110691550B (zh) * | 2017-02-01 | 2022-12-02 | 塞雷比安公司 | 确定感知体验的处理系统和方法、计算机可读介质 |
| US20190282812A1 (en) * | 2018-03-14 | 2019-09-19 | Teledyne Scientific & Imaging, Llc | Method for non-invasive enhancement of deep sleep |
-
2020
- 2020-03-20 JP JP2021557157A patent/JP7383723B2/ja active Active
- 2020-03-20 WO PCT/EP2020/057711 patent/WO2020193382A1/en not_active Ceased
- 2020-03-20 CN CN202080025168.1A patent/CN113677270B/zh active Active
- 2020-03-20 EP EP20714163.1A patent/EP3946036B1/en active Active
- 2020-03-27 US US16/832,509 patent/US11612713B2/en active Active
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2001503667A (ja) | 1996-11-21 | 2001-03-21 | アクソン・ゲゼルシャフト・ミト・ベシュレンクテル・ハフツング・シュマルカルデン | 睡眠プロファイルを求める装置と方法 |
| WO2016121755A1 (ja) | 2015-01-30 | 2016-08-04 | ヤマハ株式会社 | 睡眠誘導装置、制御方法、およびコンピュータ読み取り可能な記録媒体 |
| WO2017109621A1 (en) | 2015-12-22 | 2017-06-29 | Koninklijke Philips N.V. | System and method for adjusting the intensity of sensory stimulation during sleep based on sleep depth |
| WO2018001936A1 (en) | 2016-06-27 | 2018-01-04 | Koninklijke Philips N.V. | System and method for adjusting the volume of auditory stimulation during sleep based on sleep depth latencies |
| US20180060507A1 (en) | 2016-08-26 | 2018-03-01 | TCL Research America Inc. | Method and system for optimized wake-up strategy via sleeping stage prediction with recurrent neural networks |
| WO2018183106A1 (en) | 2017-03-26 | 2018-10-04 | Massachusetts Institute Of Technology | Learning sleep stages from radio signals |
Also Published As
| Publication number | Publication date |
|---|---|
| US11612713B2 (en) | 2023-03-28 |
| WO2020193382A1 (en) | 2020-10-01 |
| JP2022525985A (ja) | 2022-05-20 |
| CN113677270A (zh) | 2021-11-19 |
| EP3946036B1 (en) | 2026-01-28 |
| CN113677270B (zh) | 2024-10-15 |
| US20200306494A1 (en) | 2020-10-01 |
| EP3946036A1 (en) | 2022-02-09 |
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