CN114191665A - 机械通气过程中人机异步现象的分类方法和分类装置 - Google Patents

机械通气过程中人机异步现象的分类方法和分类装置 Download PDF

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Publication number
CN114191665A
CN114191665A CN202111452509.6A CN202111452509A CN114191665A CN 114191665 A CN114191665 A CN 114191665A CN 202111452509 A CN202111452509 A CN 202111452509A CN 114191665 A CN114191665 A CN 114191665A
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China
Prior art keywords
waveform data
mechanical ventilation
classifying
time
data
Prior art date
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Pending
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CN202111452509.6A
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English (en)
Chinese (zh)
Inventor
马良
仲为
熊富海
廖天正
颜延
李慧慧
王磊
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Shenzhen Institute of Advanced Technology of CAS
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Shenzhen Institute of Advanced Technology of CAS
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Application filed by Shenzhen Institute of Advanced Technology of CAS filed Critical Shenzhen Institute of Advanced Technology of CAS
Priority to CN202111452509.6A priority Critical patent/CN114191665A/zh
Priority to PCT/CN2021/138034 priority patent/WO2023097780A1/fr
Publication of CN114191665A publication Critical patent/CN114191665A/zh
Pending legal-status Critical Current

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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
    • A61M16/00—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes
    • A61M16/0003—Accessories therefor, e.g. sensors, vibrators, negative pressure
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/08—Detecting, measuring or recording devices for evaluating the respiratory organs
    • 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
    • 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
    • A61M16/00—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes
    • A61M16/021—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes operated by electrical means
    • A61M16/022—Control means therefor
    • 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
    • A61M16/00—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes
    • A61M16/021—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes operated by electrical means
    • A61M16/022—Control means therefor
    • A61M16/024—Control means therefor including calculation means, e.g. using a processor
    • 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
    • A61M16/00—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes
    • A61M16/021—Devices for influencing the respiratory system of patients by gas treatment, e.g. mouth-to-mouth respiration; Tracheal tubes operated by electrical means
    • A61M16/022—Control means therefor
    • A61M16/024—Control means therefor including calculation means, e.g. using a processor
    • A61M16/026—Control means therefor including calculation means, e.g. using a processor specially adapted for predicting, e.g. for determining an information representative of a flow limitation during a ventilation cycle by using a root square technique or a regression analysis
    • 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
    • A61M2230/40—Respiratory characteristics

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  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Veterinary Medicine (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Physics & Mathematics (AREA)
  • Pulmonology (AREA)
  • Artificial Intelligence (AREA)
  • Hematology (AREA)
  • Anesthesiology (AREA)
  • Emergency Medicine (AREA)
  • Biophysics (AREA)
  • Physiology (AREA)
  • Pathology (AREA)
  • Medical Informatics (AREA)
  • Molecular Biology (AREA)
  • Surgery (AREA)
  • Fuzzy Systems (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Psychiatry (AREA)
  • Signal Processing (AREA)
  • Evolutionary Computation (AREA)
  • Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
CN202111452509.6A 2021-12-01 2021-12-01 机械通气过程中人机异步现象的分类方法和分类装置 Pending CN114191665A (zh)

Priority Applications (2)

Application Number Priority Date Filing Date Title
CN202111452509.6A CN114191665A (zh) 2021-12-01 2021-12-01 机械通气过程中人机异步现象的分类方法和分类装置
PCT/CN2021/138034 WO2023097780A1 (fr) 2021-12-01 2021-12-14 Procédé de classification et dispositif de classification d'un phénomène d'asynchronie patient-ventilateur dans un processus de ventilation mécanique

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202111452509.6A CN114191665A (zh) 2021-12-01 2021-12-01 机械通气过程中人机异步现象的分类方法和分类装置

Publications (1)

Publication Number Publication Date
CN114191665A true CN114191665A (zh) 2022-03-18

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CN202111452509.6A Pending CN114191665A (zh) 2021-12-01 2021-12-01 机械通气过程中人机异步现象的分类方法和分类装置

Country Status (2)

Country Link
CN (1) CN114191665A (fr)
WO (1) WO2023097780A1 (fr)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115040109A (zh) * 2022-06-20 2022-09-13 徐州工程学院 一种呼吸模式分类方法及系统
CN117045913A (zh) * 2023-07-14 2023-11-14 南通大学附属医院 一种基于呼吸变量监测的机械通气模式智能切换方法

Citations (7)

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US20090025725A1 (en) * 2007-07-26 2009-01-29 Uti Limited Partnership Transient intervention for modifying the breathing of a patient
CN103169476A (zh) * 2013-03-14 2013-06-26 中山大学 一种用于呼吸波形图像识别与预警的方法及装置
CN111563451A (zh) * 2020-05-06 2020-08-21 浙江工业大学 基于多尺度小波特征的机械通气无效吸气努力识别方法
CN113539501A (zh) * 2021-06-25 2021-10-22 中国科学院深圳先进技术研究院 一种呼吸机人机异步分类方法、系统、终端以及存储介质
CN113539398A (zh) * 2021-06-25 2021-10-22 中国科学院深圳先进技术研究院 一种呼吸机人机异步分类方法、系统、终端以及存储介质
CN113642512A (zh) * 2021-08-30 2021-11-12 深圳先进技术研究院 呼吸机人机异步检测方法、装置、设备及存储介质
CN113689948A (zh) * 2021-08-18 2021-11-23 深圳先进技术研究院 呼吸机机械通气的人机异步检测方法、装置和相关设备

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US9392964B2 (en) * 2009-04-22 2016-07-19 Resmed Limited Detection of asynchrony
US10874811B2 (en) * 2017-11-09 2020-12-29 Autonomous Healthcare, Inc. Clinical decision support system for patient-ventilator asynchrony detection and management
CN113521460B (zh) * 2021-05-20 2024-02-23 深圳先进技术研究院 机械通气人机异步检测方法、装置及计算机可读存储介质

Patent Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090025725A1 (en) * 2007-07-26 2009-01-29 Uti Limited Partnership Transient intervention for modifying the breathing of a patient
CN103169476A (zh) * 2013-03-14 2013-06-26 中山大学 一种用于呼吸波形图像识别与预警的方法及装置
CN111563451A (zh) * 2020-05-06 2020-08-21 浙江工业大学 基于多尺度小波特征的机械通气无效吸气努力识别方法
CN113539501A (zh) * 2021-06-25 2021-10-22 中国科学院深圳先进技术研究院 一种呼吸机人机异步分类方法、系统、终端以及存储介质
CN113539398A (zh) * 2021-06-25 2021-10-22 中国科学院深圳先进技术研究院 一种呼吸机人机异步分类方法、系统、终端以及存储介质
CN113689948A (zh) * 2021-08-18 2021-11-23 深圳先进技术研究院 呼吸机机械通气的人机异步检测方法、装置和相关设备
CN113642512A (zh) * 2021-08-30 2021-11-12 深圳先进技术研究院 呼吸机人机异步检测方法、装置、设备及存储介质

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Title
陆云飞等: "应用小波多尺度特征检测机械通气人机不同步", 《小型微型计算机系统》 *

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115040109A (zh) * 2022-06-20 2022-09-13 徐州工程学院 一种呼吸模式分类方法及系统
CN115040109B (zh) * 2022-06-20 2024-03-22 徐州工程学院 一种呼吸模式分类方法及系统
CN117045913A (zh) * 2023-07-14 2023-11-14 南通大学附属医院 一种基于呼吸变量监测的机械通气模式智能切换方法
CN117045913B (zh) * 2023-07-14 2024-04-30 南通大学附属医院 一种基于呼吸变量监测的机械通气模式智能切换系统

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