CN108095716A - 一种基于置信规则库和深度神经网络的心电信号检测方法 - Google Patents
一种基于置信规则库和深度神经网络的心电信号检测方法 Download PDFInfo
- Publication number
- CN108095716A CN108095716A CN201711162364.XA CN201711162364A CN108095716A CN 108095716 A CN108095716 A CN 108095716A CN 201711162364 A CN201711162364 A CN 201711162364A CN 108095716 A CN108095716 A CN 108095716A
- Authority
- CN
- China
- Prior art keywords
- mrow
- msub
- neural network
- msubsup
- rule base
- Prior art date
- Legal status (The legal status 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 status listed.)
- Granted
Links
Classifications
-
- 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
- A61B5/318—Heart-related electrical modalities, e.g. electrocardiography [ECG]
-
- 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
-
- 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
- A61B5/318—Heart-related electrical modalities, e.g. electrocardiography [ECG]
- A61B5/346—Analysis of electrocardiograms
- A61B5/349—Detecting specific parameters of the electrocardiograph cycle
-
- 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
- A61B5/7246—Details of waveform analysis using correlation, e.g. template matching or determination of similarity
-
- 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
Landscapes
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Biophysics (AREA)
- General Health & Medical Sciences (AREA)
- Veterinary Medicine (AREA)
- Public Health (AREA)
- Animal Behavior & Ethology (AREA)
- Surgery (AREA)
- Molecular Biology (AREA)
- Medical Informatics (AREA)
- Heart & Thoracic Surgery (AREA)
- Pathology (AREA)
- Biomedical Technology (AREA)
- Artificial Intelligence (AREA)
- Cardiology (AREA)
- Signal Processing (AREA)
- Psychiatry (AREA)
- Physiology (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Evolutionary Computation (AREA)
- Mathematical Physics (AREA)
- Fuzzy Systems (AREA)
- Other Investigation Or Analysis Of Materials By Electrical Means (AREA)
- Medical Treatment And Welfare Office Work (AREA)
Abstract
Description
Claims (7)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201711162364.XA CN108095716B (zh) | 2017-11-21 | 2017-11-21 | 一种基于置信规则库和深度神经网络的心电信号检测方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201711162364.XA CN108095716B (zh) | 2017-11-21 | 2017-11-21 | 一种基于置信规则库和深度神经网络的心电信号检测方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN108095716A true CN108095716A (zh) | 2018-06-01 |
CN108095716B CN108095716B (zh) | 2020-11-06 |
Family
ID=62206881
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201711162364.XA Active CN108095716B (zh) | 2017-11-21 | 2017-11-21 | 一种基于置信规则库和深度神经网络的心电信号检测方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN108095716B (zh) |
Cited By (17)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109036573A (zh) * | 2018-07-06 | 2018-12-18 | 苏州大学 | 基于生成式对抗网络技术的心电图生成及分类方法 |
CN109102005A (zh) * | 2018-07-23 | 2018-12-28 | 杭州电子科技大学 | 基于浅层模型知识迁移的小样本深度学习方法 |
CN109528196A (zh) * | 2018-11-14 | 2019-03-29 | 北京工业大学 | 一种基于多模态影像及经验知识的肝静脉压力梯度无创性评估方法 |
CN109528152A (zh) * | 2019-01-22 | 2019-03-29 | 湖南兰茜生物科技有限公司 | 一种新型肺病智能辅助检测方法和*** |
CN109558898A (zh) * | 2018-11-09 | 2019-04-02 | 复旦大学 | 一种基于深度神经网络的高置信度的多选择学习方法 |
CN109785971A (zh) * | 2019-01-30 | 2019-05-21 | 华侨大学 | 一种基于先验医学知识的疾病风险预测方法 |
CN109871742A (zh) * | 2018-12-29 | 2019-06-11 | 安徽心之声医疗科技有限公司 | 一种基于注意力循环神经网络的心电信号定位方法 |
CN110507318A (zh) * | 2019-08-16 | 2019-11-29 | 武汉中旗生物医疗电子有限公司 | 一种心电信号qrs波群定位方法及装置 |
CN110786847A (zh) * | 2018-08-02 | 2020-02-14 | 深圳市理邦精密仪器股份有限公司 | 心电信号的建库方法和分析方法 |
CN110826630A (zh) * | 2019-11-08 | 2020-02-21 | 哈尔滨工业大学 | 基于深度卷积神经网络的雷达干扰信号特征级融合识别方法 |
CN110874639A (zh) * | 2018-08-31 | 2020-03-10 | 珠海格力电器股份有限公司 | 操作信息的获取方法及装置 |
WO2020047750A1 (zh) * | 2018-09-04 | 2020-03-12 | 深圳先进技术研究院 | 心律失常的检测方法、装置、电子设备及计算机存储介质 |
CN111710386A (zh) * | 2020-04-30 | 2020-09-25 | 上海数创医疗科技有限公司 | 一种心电图诊断报告的质控*** |
WO2021071646A1 (en) * | 2019-10-08 | 2021-04-15 | GE Precision Healthcare LLC | Systems and methods for electrocardiogram diagnosis using deep neural networks and rule-based systems |
CN113033070A (zh) * | 2020-12-23 | 2021-06-25 | 桂林电子科技大学 | 一种lng接收站码头管道泄露监测评估方法 |
CN113317797A (zh) * | 2021-04-05 | 2021-08-31 | 宁波工程学院 | 一种结合医疗领域知识的可解释心率失常诊断方法 |
CN113553422A (zh) * | 2021-07-16 | 2021-10-26 | 山东建筑大学 | 基于语言值卷积规则推理网络的用户偏好预测方法及*** |
Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101785670A (zh) * | 2009-01-22 | 2010-07-28 | 陈跃军 | 模糊心电图智能在线分析仪*** |
CN107194053A (zh) * | 2017-05-16 | 2017-09-22 | 歌拉瑞电梯股份有限公司 | 一种智能化电梯控制***运行故障预测方法 |
-
2017
- 2017-11-21 CN CN201711162364.XA patent/CN108095716B/zh active Active
Patent Citations (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101785670A (zh) * | 2009-01-22 | 2010-07-28 | 陈跃军 | 模糊心电图智能在线分析仪*** |
CN107194053A (zh) * | 2017-05-16 | 2017-09-22 | 歌拉瑞电梯股份有限公司 | 一种智能化电梯控制***运行故障预测方法 |
Non-Patent Citations (5)
Title |
---|
M.E. YAHIA,ET AL: "Rough neural expert systems", 《EXPERT SYSTEMS WITH APPLICATIONS》 * |
刘延梅: "心血管远程医疗管理决策支持***的研究与开发", 《山东大学硕士学位论文》 * |
焦连猛: "基于置信函数理论的不确定数据分类与决策融合", 《西北工业大学博士学位论文》 * |
王继成: "一个基于神经网络的专家***", 《数据采集与处理》 * |
胡冠宇: "基于置信规则库的网络安全态势感知技术研究", 《哈尔滨理工大学工学博士学位论文》 * |
Cited By (25)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2020006939A1 (zh) * | 2018-07-06 | 2020-01-09 | 苏州大学张家港工业技术研究院 | 基于生成式对抗网络的心电图生成及分类方法 |
CN109036573A (zh) * | 2018-07-06 | 2018-12-18 | 苏州大学 | 基于生成式对抗网络技术的心电图生成及分类方法 |
CN109102005A (zh) * | 2018-07-23 | 2018-12-28 | 杭州电子科技大学 | 基于浅层模型知识迁移的小样本深度学习方法 |
CN110786847A (zh) * | 2018-08-02 | 2020-02-14 | 深圳市理邦精密仪器股份有限公司 | 心电信号的建库方法和分析方法 |
CN110874639A (zh) * | 2018-08-31 | 2020-03-10 | 珠海格力电器股份有限公司 | 操作信息的获取方法及装置 |
WO2020047750A1 (zh) * | 2018-09-04 | 2020-03-12 | 深圳先进技术研究院 | 心律失常的检测方法、装置、电子设备及计算机存储介质 |
CN109558898B (zh) * | 2018-11-09 | 2023-09-05 | 复旦大学 | 一种基于深度神经网络的高置信度的多选择学习方法 |
CN109558898A (zh) * | 2018-11-09 | 2019-04-02 | 复旦大学 | 一种基于深度神经网络的高置信度的多选择学习方法 |
CN109528196B (zh) * | 2018-11-14 | 2022-07-01 | 北京工业大学 | 一种肝静脉压力梯度无创性评估方法 |
CN109528196A (zh) * | 2018-11-14 | 2019-03-29 | 北京工业大学 | 一种基于多模态影像及经验知识的肝静脉压力梯度无创性评估方法 |
CN109871742A (zh) * | 2018-12-29 | 2019-06-11 | 安徽心之声医疗科技有限公司 | 一种基于注意力循环神经网络的心电信号定位方法 |
CN109528152A (zh) * | 2019-01-22 | 2019-03-29 | 湖南兰茜生物科技有限公司 | 一种新型肺病智能辅助检测方法和*** |
CN109785971A (zh) * | 2019-01-30 | 2019-05-21 | 华侨大学 | 一种基于先验医学知识的疾病风险预测方法 |
CN109785971B (zh) * | 2019-01-30 | 2023-05-23 | 华侨大学 | 一种基于先验医学知识的疾病风险预测方法 |
CN110507318A (zh) * | 2019-08-16 | 2019-11-29 | 武汉中旗生物医疗电子有限公司 | 一种心电信号qrs波群定位方法及装置 |
WO2021071646A1 (en) * | 2019-10-08 | 2021-04-15 | GE Precision Healthcare LLC | Systems and methods for electrocardiogram diagnosis using deep neural networks and rule-based systems |
US11571161B2 (en) | 2019-10-08 | 2023-02-07 | GE Precision Healthcare LLC | Systems and methods for electrocardiogram diagnosis using deep neural networks and rule-based systems |
CN110826630A (zh) * | 2019-11-08 | 2020-02-21 | 哈尔滨工业大学 | 基于深度卷积神经网络的雷达干扰信号特征级融合识别方法 |
CN110826630B (zh) * | 2019-11-08 | 2022-07-15 | 哈尔滨工业大学 | 基于深度卷积神经网络的雷达干扰信号特征级融合识别方法 |
CN111710386A (zh) * | 2020-04-30 | 2020-09-25 | 上海数创医疗科技有限公司 | 一种心电图诊断报告的质控*** |
CN113033070A (zh) * | 2020-12-23 | 2021-06-25 | 桂林电子科技大学 | 一种lng接收站码头管道泄露监测评估方法 |
CN113033070B (zh) * | 2020-12-23 | 2022-11-04 | 桂林电子科技大学 | 一种lng接收站码头管道泄露监测评估方法 |
CN113317797B (zh) * | 2021-04-05 | 2022-11-08 | 宁波工程学院 | 一种结合医疗领域知识的可解释心律失常分类方法 |
CN113317797A (zh) * | 2021-04-05 | 2021-08-31 | 宁波工程学院 | 一种结合医疗领域知识的可解释心率失常诊断方法 |
CN113553422A (zh) * | 2021-07-16 | 2021-10-26 | 山东建筑大学 | 基于语言值卷积规则推理网络的用户偏好预测方法及*** |
Also Published As
Publication number | Publication date |
---|---|
CN108095716B (zh) | 2020-11-06 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN108095716A (zh) | 一种基于置信规则库和深度神经网络的心电信号检测方法 | |
Herrera | Genetic fuzzy systems: Status, critical considerations and future directions | |
CN108062753A (zh) | 基于深度对抗学习的无监督域自适应脑肿瘤语义分割方法 | |
CN106503800A (zh) | 基于复杂网络的深度学习模型及在测量信号分析中的应用 | |
CN105243398A (zh) | 基于线性判别分析准则的改进卷积神经网络性能的方法 | |
CN103778414A (zh) | 基于深度神经网络的实时人脸识别方法 | |
CN107862970A (zh) | 一种用于翻转课堂的教学质量评价模型 | |
CN106491083A (zh) | 用于脑状态监测的头戴式智能穿戴电极数量优化法及应用 | |
CN107944559A (zh) | 一种实体关系自动识别方法及*** | |
Liu et al. | Evaluation of college English teaching quality based on grey clustering analysis | |
CN109886403A (zh) | 一种基于神经网络模型的工业数据生成方法 | |
CN106709421A (zh) | 一种基于变换域特征和cnn的细胞图像识别分类方法 | |
CN109739829A (zh) | 一种基于日常作业的学生知识体系分析*** | |
Li et al. | An artificial intelligence based model for evaluation of college students’ ability and characteristics through teaching evaluation | |
CN107301164A (zh) | 数学公式的语义解析方法及装置 | |
Wenwen | Modeling and simulation of teaching quality in colleges based on BP neural network and training function | |
CN108985278A (zh) | 一种基于svm的步态功能评估模型的构建方法 | |
CN114587385B (zh) | 一种基于脑肌网络图论特征的卒中后康复评估深度学习模型构建方法 | |
Maleki et al. | Heunnet: Extending resnet using heun’s method | |
Gao et al. | Research on Modeling of Industrial Soft Sensor Based on Ensemble Learning | |
Li | Innovative talent cultivation strategies for teaching traditional culture and language and literature based on information fusion technology | |
Kakani et al. | Improved solution on students answer sheet assessment using fuzzy rules | |
CN102098530A (zh) | 摄像头模组品质的自动判别方法和装置 | |
Abu Khurma et al. | Advanced RIME architecture for global optimization and feature selection | |
Dong et al. | Construction and Application of Automatic Scoring Index System for College English Multimedia Teaching Based on Neural Network |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
CB03 | Change of inventor or designer information |
Inventor after: Wu Lan Inventor after: Wen Chenglin Inventor before: Wen Chenglin Inventor before: Wu Lan |
|
CB03 | Change of inventor or designer information | ||
TA01 | Transfer of patent application right |
Effective date of registration: 20201010 Address after: 450001 Zhengzhou high tech Industrial Development Zone, Henan Lotus Street, No. 100 Applicant after: HENAN University OF TECHNOLOGY Address before: 450001 No. 16, block A2, block 7, Holly Street, Zhengzhou high tech Industrial Development Zone, Henan, China. Applicant before: ZHENGZHOU DINGCHUANG INTELLIGENT TECHNOLOGY Co.,Ltd. Applicant before: HENAN University OF TECHNOLOGY |
|
TA01 | Transfer of patent application right | ||
GR01 | Patent grant | ||
GR01 | Patent grant |