KR102280291B9 - 검출정보별 신경망 분석을 실시하여 파킨슨 환자 및 족관절염 환자를 식별하는 장치 및 방법 - Google Patents

검출정보별 신경망 분석을 실시하여 파킨슨 환자 및 족관절염 환자를 식별하는 장치 및 방법

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Publication number
KR102280291B9
KR102280291B9 KR1020190129414A KR20190129414A KR102280291B9 KR 102280291 B9 KR102280291 B9 KR 102280291B9 KR 1020190129414 A KR1020190129414 A KR 1020190129414A KR 20190129414 A KR20190129414 A KR 20190129414A KR 102280291 B9 KR102280291 B9 KR 102280291B9
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KR
South Korea
Prior art keywords
patients
podarthritis
parkinson
disease
neural network
Prior art date
Application number
KR1020190129414A
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English (en)
Other versions
KR102280291B1 (ko
KR20210046121A (ko
Inventor
최상일
범재원
최상태
Original Assignee
단국대학교 산학협력단
중앙대학교 산학협력단
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Priority to KR1020190129414A priority Critical patent/KR102280291B1/ko
Publication of KR20210046121A publication Critical patent/KR20210046121A/ko
Application granted granted Critical
Publication of KR102280291B1 publication Critical patent/KR102280291B1/ko
Publication of KR102280291B9 publication Critical patent/KR102280291B9/ko

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Classifications

    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/40—Detecting, measuring or recording for evaluating the nervous system
    • A61B5/4076—Diagnosing or monitoring particular conditions of the nervous system
    • A61B5/4082—Diagnosing or monitoring movement diseases, e.g. Parkinson, Huntington or Tourette
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/103—Detecting, measuring or recording devices for testing the shape, pattern, colour, size or movement of the body or parts thereof, for diagnostic purposes
    • A61B5/1036—Measuring load distribution, e.g. podologic studies
    • A61B5/1038—Measuring plantar pressure during gait
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/103—Detecting, measuring or recording devices for testing the shape, pattern, colour, size or movement of the body or parts thereof, for diagnostic purposes
    • A61B5/11—Measuring movement of the entire body or parts thereof, e.g. head or hand tremor, mobility of a limb
    • A61B5/112—Gait analysis
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/45—For evaluating or diagnosing the musculoskeletal system or teeth
    • A61B5/4528—Joints
    • 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
    • A61B5/6804—Garments; Clothes
    • A61B5/6807—Footwear
    • 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/042—Knowledge-based neural networks; Logical representations of neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • 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
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems

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  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Biomedical Technology (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Pathology (AREA)
  • Veterinary Medicine (AREA)
  • Animal Behavior & Ethology (AREA)
  • Surgery (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Theoretical Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Physiology (AREA)
  • Dentistry (AREA)
  • Neurology (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Neurosurgery (AREA)
  • Computational Linguistics (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Databases & Information Systems (AREA)
  • Orthopedic Medicine & Surgery (AREA)
  • Rheumatology (AREA)
  • Developmental Disabilities (AREA)
  • Fuzzy Systems (AREA)
  • Psychiatry (AREA)
  • Signal Processing (AREA)
KR1020190129414A 2019-10-17 2019-10-17 검출정보별 신경망 분석을 실시하여 파킨슨 환자 및 족관절염 환자를 식별하는 장치 및 방법 KR102280291B1 (ko)

Priority Applications (1)

Application Number Priority Date Filing Date Title
KR1020190129414A KR102280291B1 (ko) 2019-10-17 2019-10-17 검출정보별 신경망 분석을 실시하여 파킨슨 환자 및 족관절염 환자를 식별하는 장치 및 방법

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
KR1020190129414A KR102280291B1 (ko) 2019-10-17 2019-10-17 검출정보별 신경망 분석을 실시하여 파킨슨 환자 및 족관절염 환자를 식별하는 장치 및 방법

Publications (3)

Publication Number Publication Date
KR20210046121A KR20210046121A (ko) 2021-04-28
KR102280291B1 KR102280291B1 (ko) 2021-07-22
KR102280291B9 true KR102280291B9 (ko) 2022-03-15

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KR1020190129414A KR102280291B1 (ko) 2019-10-17 2019-10-17 검출정보별 신경망 분석을 실시하여 파킨슨 환자 및 족관절염 환자를 식별하는 장치 및 방법

Country Status (1)

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KR (1) KR102280291B1 (ko)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102592689B1 (ko) * 2021-08-04 2023-10-24 단국대학교 산학협력단 설명 가능한 딥러닝 기반의 보행 패턴 분석을 위한 시각화 장치 및 방법
TW202423369A (zh) * 2022-08-11 2024-06-16 美商再生元醫藥公司 檢測裝置分析之系統及方法
KR20240093185A (ko) * 2022-12-15 2024-06-24 서울대학교병원 딥러닝 기반의 고관절 병변 예측 장치 및 방법

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101583369B1 (ko) 2015-04-27 2016-01-21 (주)엠더블유스토리 걸음 인지 시스템 및 그 방법, 그리고 이 방법을 처리하는 프로그램이 기록된 저장 매체
KR102124095B1 (ko) * 2018-03-06 2020-06-17 단국대학교 산학협력단 족저압 변화 및 보행 패턴 분석을 위한 장치 및 방법
KR20190114694A (ko) * 2018-03-30 2019-10-10 삼성에스디에스 주식회사 인공지능을 이용한 시계열 데이터 학습 및 분석 방법
KR101941994B1 (ko) * 2018-08-24 2019-01-24 전북대학교산학협력단 결합심층네트워크에 기반한 보행자 인식 및 속성 추출 시스템

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KR102280291B1 (ko) 2021-07-22
KR20210046121A (ko) 2021-04-28

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