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作者:

Tang, Xiaoying (Tang, Xiaoying.) | Xia, Li (Xia, Li.) | Liu, Weifeng (Liu, Weifeng.) | Peng, Yuhua (Peng, Yuhua.) | Gao, Tianxin (Gao, Tianxin.) | Zeng, Yanjun (Zeng, Yanjun.)

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EI Scopus SCIE

摘要:

A hidden Markov model (HMM) of electrocardiogram (ECG) signal is presented for detection of myocardial ischemia. The time domain signals that are recorded by the ECG before and during the episode of local ischemia were pre-processed to produce input sequences, which is needed for the model training. The model is also verified by test data, and the results show that the models have certain function for the detection of myocardial ischemia. The algorithm based on HMM provides a possible approach for the timely, rapid and automatic diagnosis of myocardial ischemia, and also can be used in portable medical diagnostic equipment in the future.

关键词:

feature extraction hidden Markov models model training myocardial ischemia

作者机构:

  • [ 1 ] [Tang, Xiaoying]Beijing Inst Technol, Sch Life Sci & Technol, Beijing 100081, Peoples R China
  • [ 2 ] [Xia, Li]Beijing Inst Technol, Sch Life Sci & Technol, Beijing 100081, Peoples R China
  • [ 3 ] [Liu, Weifeng]Beijing Inst Technol, Sch Life Sci & Technol, Beijing 100081, Peoples R China
  • [ 4 ] [Peng, Yuhua]Beijing Inst Technol, Sch Life Sci & Technol, Beijing 100081, Peoples R China
  • [ 5 ] [Gao, Tianxin]Beijing Inst Technol, Sch Life Sci & Technol, Beijing 100081, Peoples R China
  • [ 6 ] [Zeng, Yanjun]Beijing Univ Technol, Biomech & Med Informat Inst, Beijing 100022, Peoples R China

通讯作者信息:

  • [Peng, Yuhua]Beijing Inst Technol, Sch Life Sci & Technol, Beijing 100081, Peoples R China

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来源 :

COMPUTER METHODS IN BIOMECHANICS AND BIOMEDICAL ENGINEERING

ISSN: 1025-5842

年份: 2012

期: 10

卷: 15

页码: 1065-1070

1 . 6 0 0

JCR@2022

ESI学科: COMPUTER SCIENCE;

ESI高被引阀值:137

JCR分区:2

中科院分区:3

被引次数:

WoS核心集被引频次: 5

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

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