IL271649B - System and methods for classifying arrhythmia-related heartbeats - Google Patents

System and methods for classifying arrhythmia-related heartbeats

Info

Publication number
IL271649B
IL271649B IL271649A IL27164919A IL271649B IL 271649 B IL271649 B IL 271649B IL 271649 A IL271649 A IL 271649A IL 27164919 A IL27164919 A IL 27164919A IL 271649 B IL271649 B IL 271649B
Authority
IL
Israel
Prior art keywords
cataloging
heart rhythm
rhythm disturbances
palpitations
palpitations associated
Prior art date
Application number
IL271649A
Other languages
English (en)
Hebrew (he)
Other versions
IL271649A (en
Inventor
Ibanez Catala Xavier
ORTIN GONZALEZ Silvia
Cornelles Soriano Miguel
Ruben MIRASSO SANTOS Claudio
Original Assignee
Smart Solutions Tech S L
Ibanez Catala Xavier
ORTIN GONZALEZ Silvia
Cornelles Soriano Miguel
Ruben MIRASSO SANTOS Claudio
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Smart Solutions Tech S L, Ibanez Catala Xavier, ORTIN GONZALEZ Silvia, Cornelles Soriano Miguel, Ruben MIRASSO SANTOS Claudio filed Critical Smart Solutions Tech S L
Publication of IL271649A publication Critical patent/IL271649A/en
Publication of IL271649B publication Critical patent/IL271649B/en

Links

Classifications

    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/24Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316Modalities, i.e. specific diagnostic methods
    • A61B5/318Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/346Analysis of electrocardiograms
    • A61B5/349Detecting specific parameters of the electrocardiograph cycle
    • A61B5/35Detecting specific parameters of the electrocardiograph cycle by template matching
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/0002Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network
    • A61B5/0004Remote monitoring of patients using telemetry, e.g. transmission of vital signals via a communication network characterised by the type of physiological signal transmitted
    • A61B5/0006ECG or EEG signals
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/72Signal processing specially adapted for physiological signals or for diagnostic purposes
    • A61B5/7235Details of waveform analysis
    • A61B5/7264Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
    • A61B5/7267Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/24Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316Modalities, i.e. specific diagnostic methods
    • A61B5/318Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/333Recording apparatus specially adapted therefor
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/24Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316Modalities, i.e. specific diagnostic methods
    • A61B5/318Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/346Analysis of electrocardiograms
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/24Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316Modalities, i.e. specific diagnostic methods
    • A61B5/318Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/346Analysis of electrocardiograms
    • A61B5/349Detecting specific parameters of the electrocardiograph cycle
    • A61B5/361Detecting fibrillation
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/24Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316Modalities, i.e. specific diagnostic methods
    • A61B5/318Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/346Analysis of electrocardiograms
    • A61B5/349Detecting specific parameters of the electrocardiograph cycle
    • A61B5/363Detecting tachycardia or bradycardia
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/24Detecting, measuring or recording bioelectric or biomagnetic signals of the body or parts thereof
    • A61B5/316Modalities, i.e. specific diagnostic methods
    • A61B5/318Heart-related electrical modalities, e.g. electrocardiography [ECG]
    • A61B5/346Analysis of electrocardiograms
    • A61B5/349Detecting specific parameters of the electrocardiograph cycle
    • A61B5/364Detecting abnormal ECG interval, e.g. extrasystoles, ectopic heartbeats
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/044Recurrent networks, e.g. Hopfield networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/09Supervised learning
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/70ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/02Detecting, measuring or recording for evaluating the cardiovascular system, e.g. pulse, heart rate, blood pressure or blood flow
    • A61B5/024Measuring pulse rate or heart rate
    • A61B5/0245Measuring pulse rate or heart rate by using sensing means generating electric signals, i.e. ECG signals

Landscapes

  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Cardiology (AREA)
  • Physics & Mathematics (AREA)
  • Biomedical Technology (AREA)
  • General Health & Medical Sciences (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • Pathology (AREA)
  • Veterinary Medicine (AREA)
  • Animal Behavior & Ethology (AREA)
  • Surgery (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Theoretical Computer Science (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Physiology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Signal Processing (AREA)
  • Fuzzy Systems (AREA)
  • Psychiatry (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Databases & Information Systems (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Measurement And Recording Of Electrical Phenomena And Electrical Characteristics Of The Living Body (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
IL271649A 2017-06-22 2019-12-22 System and methods for classifying arrhythmia-related heartbeats IL271649B (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
ES201730826 2017-06-22
US15/638,263 US10383539B2 (en) 2017-06-22 2017-06-29 System and methods for classifying arrhythmia-related heartbeats
PCT/EP2018/066611 WO2018234468A1 (en) 2017-06-22 2018-06-21 SYSTEMS AND METHODS FOR CLASSIFYING CARDIAC BEATS HAVING ARRHYTHMIA

Publications (2)

Publication Number Publication Date
IL271649A IL271649A (en) 2020-02-27
IL271649B true IL271649B (en) 2022-05-01

Family

ID=64691219

Family Applications (1)

Application Number Title Priority Date Filing Date
IL271649A IL271649B (en) 2017-06-22 2019-12-22 System and methods for classifying arrhythmia-related heartbeats

Country Status (9)

Country Link
US (1) US10383539B2 (https=)
EP (1) EP3641628B1 (https=)
JP (1) JP7119012B2 (https=)
CN (1) CN111031900B (https=)
AU (1) AU2018287078A1 (https=)
ES (1) ES2908664T3 (https=)
IL (1) IL271649B (https=)
PL (1) PL3641628T3 (https=)
WO (1) WO2018234468A1 (https=)

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101674793B (zh) * 2007-05-24 2013-10-02 花王株式会社 吸收性物品的正面片材、其制造方法以及吸收性物品
CN110520048A (zh) * 2017-03-28 2019-11-29 国立大学法人九州工业大学 情绪估计装置
ES3062889T3 (en) * 2019-09-18 2026-04-14 Tempus Ai Inc Ecg based future atrial fibrillation predictor systems and methods
CN113796871B (zh) * 2020-05-29 2024-06-14 上海微创电生理医疗科技股份有限公司 信号处理方法、装置、计算机设备、存储介质及标测系统
US20220068483A1 (en) * 2020-09-01 2022-03-03 Biosense Webster (Israel) Ltd. Arrhythmia classification for cardiac mapping
CN112686091B (zh) * 2020-11-23 2024-02-23 南京信息工程大学 基于深度神经网络的两步骤心律失常分类方法
WO2023032178A1 (en) * 2021-09-03 2023-03-09 Nec Corporation Determination device, determination method, and storage medium
EP4422499A1 (en) * 2021-10-28 2024-09-04 Boston Scientific Cardiac Diagnostics, Inc. Electrocardiogram wave segmentation using machine learning
JP2024132583A (ja) * 2023-03-17 2024-10-01 キヤノンメディカルシステムズ株式会社 医用画像診断装置、医用画像診断方法、およびプログラム

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
IL155955A0 (en) * 2003-05-15 2003-12-23 Widemed Ltd Adaptive prediction of changes of physiological/pathological states using processing of biomedical signal
US8262582B2 (en) * 2008-08-22 2012-09-11 Valtion Teknillinen Tutkimuskeskus Extraction of heart inter beat interval from multichannel measurements
WO2011048592A1 (en) * 2009-10-20 2011-04-28 Widemed Ltd. Method and system for detecting cardiac arrhythmia
US20110105928A1 (en) * 2009-11-05 2011-05-05 Newcardio, Inc. ECG Reconstruction For Atrial Activity Monitoring And Detection
US9808196B2 (en) 2010-11-17 2017-11-07 Smart Solutions Technologies, S.L. Sensors
US9254095B2 (en) * 2012-11-08 2016-02-09 Alivecor Electrocardiogram signal detection
JP6215341B2 (ja) * 2012-11-29 2017-10-18 カーディアック ペースメイカーズ, インコーポレイテッド 不整脈を識別するための方法及びシステム
US9468386B2 (en) * 2014-03-11 2016-10-18 Ecole polytechnique fédérale de Lausanne (EPFL) Method for detecting abnormalities in an electrocardiogram
WO2016077786A1 (en) * 2014-11-14 2016-05-19 Zoll Medical Corporation Medical premonitory event estimation
US9549681B2 (en) * 2014-11-18 2017-01-24 Siemens Medical Solutions Usa, Inc. Matrix-based patient signal analysis

Also Published As

Publication number Publication date
CN111031900B (zh) 2021-11-09
US20180368723A1 (en) 2018-12-27
PL3641628T3 (pl) 2022-04-04
EP3641628B1 (en) 2021-12-15
EP3641628A1 (en) 2020-04-29
WO2018234468A1 (en) 2018-12-27
US10383539B2 (en) 2019-08-20
JP2020528295A (ja) 2020-09-24
IL271649A (en) 2020-02-27
ES2908664T3 (es) 2022-05-03
AU2018287078A1 (en) 2020-02-13
JP7119012B2 (ja) 2022-08-16
CN111031900A (zh) 2020-04-17

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