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A Review of ECG Peaks Detection and Classification

机译:心电图峰检测与分类综述

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摘要

This paper describes several methods used in identifying peaks of Electrocardiogram (ECG) signals. Precise recognition of ECG peaks will provide useful information for doctors to diagnose any heart disorder or abnormalities as well as for cardiac arrhythmias classification. Generally, several methods have been applied in detecting real ECG peaks. These include template matching, wavelet transform, fuzzy logic and neural network. A review based on technical works, experimental testing and investigation from experts, researchers and professionals have been carried out to analyze the techniques in terms of accuracy and suitability for ECG analysis. In addition, this paper summarizes details of technical works done by others based on their respective methods. As a result, neural network is proposed for future ECG implementation systems due to its unique characteristics even though some limitations of the network might also be inherent.
机译:本文介绍了几种用于识别心电图(ECG)信号峰值的方法。 ECG峰的精确识别将为医生诊断任何心脏疾病或异常以及心律失常分类提供有用的信息。通常,已将几种方法应用于检测实际ECG峰。这些包括模板匹配,小波变换,模糊逻辑和神经网络。已经进行了基于技术工作,实验测试以及来自专家,研究人员和专业人士的调查的综述,从准确性和对ECG分析的适用性方面对技术进行了分析。此外,本文总结了他人根据各自方法完成的技术工作的细节。结果,尽管网络的某些局限性也可能是固有的,但由于其独特的特性,神经网络被提议用于未来的ECG实施系统。

著录项

  • 来源
  • 会议地点 Kuala Lumpur(MY);Kuala Lumpur(MY)
  • 作者单位

    Imaging and Computational Intelligence Group (ICI),Universiti Sains Malaysia, School of Electrical Electronics Engineering, 14300, Nibong Tebal, Seberang Prai Selatan,Pulau Pinang, Malaysia;

    Imaging and Computational Intelligence Group (ICI),Universiti Sains Malaysia, School of Electrical Electronics Engineering, 14300, Nibong Tebal, Seberang Prai Selatan,Pulau Pinang, Malaysia;

    Imaging and Computational Intelligence Group (ICI),Universiti Sains Malaysia, School of Electrical Electronics Engineering, 14300, Nibong Tebal, Seberang Prai Selatan,Pulau Pinang, Malaysia;

    Universiti Sains Malaysia, Pediatric Department, 16150, Kubang Kerian, Kelantan, Malaysia;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 生物工程学(生物技术);
  • 关键词

    fuzzy logic; wavelet transform; template matching and neural network;

    机译:模糊逻辑;小波变换模板匹配和神经网络;
  • 入库时间 2022-08-26 14:28:06

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