KR102258726B9 - 딥러닝을 이용한 수면질환 자동 판정을 위한 데이터 처리 장치 및 그 동작 방법 - Google Patents

딥러닝을 이용한 수면질환 자동 판정을 위한 데이터 처리 장치 및 그 동작 방법

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Publication number
KR102258726B9
KR102258726B9 KR20190098257A KR20190098257A KR102258726B9 KR 102258726 B9 KR102258726 B9 KR 102258726B9 KR 20190098257 A KR20190098257 A KR 20190098257A KR 20190098257 A KR20190098257 A KR 20190098257A KR 102258726 B9 KR102258726 B9 KR 102258726B9
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South Korea
Prior art keywords
data processing
same
deep learning
automatic determination
sleeping condition
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KR20190098257A
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English (en)
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KR102258726B1 (ko
KR20210019273A (ko
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Application filed filed Critical
Priority to KR1020190098257A priority Critical patent/KR102258726B1/ko
Priority to US16/744,331 priority patent/US11464445B2/en
Publication of KR20210019273A publication Critical patent/KR20210019273A/ko
Application granted granted Critical
Publication of KR102258726B1 publication Critical patent/KR102258726B1/ko
Publication of KR102258726B9 publication Critical patent/KR102258726B9/ko

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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
    • 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]
    • 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
    • A61B5/389—Electromyography [EMG]
    • 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
    • A61B5/398—Electrooculography [EOG], e.g. detecting nystagmus; Electroretinography [ERG]
    • 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
    • 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
    • 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
    • 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
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/63—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for local operation
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics

Landscapes

  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Medical Informatics (AREA)
  • Molecular Biology (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • Biophysics (AREA)
  • Public Health (AREA)
  • Veterinary Medicine (AREA)
  • Pathology (AREA)
  • Psychiatry (AREA)
  • Artificial Intelligence (AREA)
  • Physiology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Signal Processing (AREA)
  • Ophthalmology & Optometry (AREA)
  • Psychology (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)
KR1020190098257A 2019-08-12 2019-08-12 딥러닝을 이용한 수면질환 자동 판정을 위한 데이터 처리 장치 및 그 동작 방법 KR102258726B1 (ko)

Priority Applications (2)

Application Number Priority Date Filing Date Title
KR1020190098257A KR102258726B1 (ko) 2019-08-12 2019-08-12 딥러닝을 이용한 수면질환 자동 판정을 위한 데이터 처리 장치 및 그 동작 방법
US16/744,331 US11464445B2 (en) 2019-08-12 2020-01-16 Data processing apparatus for automatically determining sleep disorder using deep learning and operation method of the data processing apparatus

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
KR1020190098257A KR102258726B1 (ko) 2019-08-12 2019-08-12 딥러닝을 이용한 수면질환 자동 판정을 위한 데이터 처리 장치 및 그 동작 방법

Publications (3)

Publication Number Publication Date
KR20210019273A KR20210019273A (ko) 2021-02-22
KR102258726B1 KR102258726B1 (ko) 2021-06-01
KR102258726B9 true KR102258726B9 (ko) 2021-10-15

Family

ID=74568130

Family Applications (1)

Application Number Title Priority Date Filing Date
KR1020190098257A KR102258726B1 (ko) 2019-08-12 2019-08-12 딥러닝을 이용한 수면질환 자동 판정을 위한 데이터 처리 장치 및 그 동작 방법

Country Status (2)

Country Link
US (1) US11464445B2 (ko)
KR (1) KR102258726B1 (ko)

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* Cited by examiner, † Cited by third party
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CN111407261B (zh) * 2020-03-31 2024-05-21 京东方科技集团股份有限公司 生物信号的周期信息的测量方法及装置、电子设备
EP3906853A1 (en) * 2020-05-05 2021-11-10 Withings Method and device to determine sleep apnea of a user
KR102476801B1 (ko) * 2020-07-22 2022-12-09 조선대학교산학협력단 2차원 근전도 스펙트로그램 이미지를 이용한 사용자 인식 방법 및 장치
KR102493239B1 (ko) 2021-03-25 2023-01-30 (주)나연테크 수면단계 분석 시스템 및 방법
KR102526181B1 (ko) * 2021-05-11 2023-04-25 한림대학교 산학협력단 다채널의 생체 신호들을 포함하는 이미지를 기반으로 수면 단계를 분류하는 전자 장치, 및 수면 단계 분류 방법
CN113576410B (zh) * 2021-07-20 2022-09-02 电子科技大学 一种入睡过程动态连续分析方法
CN113729732B (zh) * 2021-09-06 2022-11-08 上海觉觉健康科技有限公司 基于eeg信号的睡眠质量监测系统及方法
CN114052662B (zh) * 2021-11-11 2023-08-08 四川省医学科学院·四川省人民医院 一种结合大脑、小脑脑电和肌电整合分析睡眠分期的方法
KR102630547B1 (ko) * 2021-11-17 2024-01-29 가톨릭대학교 산학협력단 사용자 상태 진단을 위한 진단 정보 제공 방법 및 이를 수행하는 장치
KR102637471B1 (ko) 2021-11-30 2024-02-16 (주)허니냅스 수면다원검사에 따른 호흡 이벤트 감지를 위한 데이터 처리 장치 및 그 동작 방법
KR102637472B1 (ko) 2021-11-30 2024-02-16 (주)허니냅스 수면다원검사에 따른 호흡 이벤트 구간을 감지하기 위한 데이터 처리 장치 및 그 동작 방법
KR102637473B1 (ko) 2021-11-30 2024-02-16 (주)허니냅스 수면다원검사에 따른 rera 구간을 감지하기 위한 데이터 처리 장치 및 그 동작 방법
KR20230107460A (ko) 2022-01-08 2023-07-17 광운대학교 산학협력단 안대형 수면측정장치를 이용한 ai 수면장애 관리 시스템 및 이를 이용한 수면장애 관리방법
CN114533084B (zh) * 2022-02-09 2023-07-14 北京师范大学 脑电特征提取方法、装置、电子设备和存储介质
WO2023239460A1 (en) * 2022-06-09 2023-12-14 Georgia Tech Research Corporation Soft wireless wearable sensor system and method for detecting sleep quality and disorders
KR20240012168A (ko) * 2022-07-20 2024-01-29 한양대학교 산학협력단 소량의 레이블을 이용한 자기지도학습 기반의 수면 단계 분류 모델 학습 방법 및 시스템
CN115429293B (zh) * 2022-11-04 2023-04-07 之江实验室 一种基于脉冲神经网络的睡眠类型分类方法和装置

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US7684856B2 (en) * 2005-12-12 2010-03-23 General Electric Company Detection of artifacts in bioelectric signals
WO2012018157A1 (ko) * 2010-08-01 2012-02-09 연세대학교 산학협력단 생체신호 기반 자동 수면단계 분류시스템
US20150126821A1 (en) * 2012-06-12 2015-05-07 Technical University Of Denmark Support System And Method For Detecting Neurodegenerative Disorder
US10470719B2 (en) * 2016-02-01 2019-11-12 Verily Life Sciences Llc Machine learnt model to detect REM sleep periods using a spectral analysis of heart rate and motion
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US11123009B2 (en) * 2017-12-21 2021-09-21 Koninklijke Philips N.V. Sleep stage prediction and intervention preparation based thereon

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US11464445B2 (en) 2022-10-11
US20210045675A1 (en) 2021-02-18
KR102258726B1 (ko) 2021-06-01
KR20210019273A (ko) 2021-02-22

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