Cardiac Arrhythmia Detection Using Computational Intelligence Techniques Based on ECG Signals

被引：0

作者：

Lima, Jean C. C. ^{[1
]}

de Lima, Alanio Ferreira ^{[2
]}

Souza, Darielson A. ^{[3
]}

Tonieto, Marcia T. ^{[1
]}

Batista, Josias G. ^{[3
,4
]}

de Oliveira, Manoel E. N. ^{[2
]}

机构：

[1] Lourenco Filho Coll FLF, Fortalezal, CE, Brazil

[2] Fed Univ Ceara UFC, Sobral, CE, Brazil

[3] Fed Univ Ceara UFC, Campus Pici, Fortaleza, CE, Brazil

[4] Fed Inst Educ Sci & Technol Ceara IFCE, Fortaleza, CE, Brazil

来源：

TRENDS AND INNOVATIONS IN INFORMATION SYSTEMS AND TECHNOLOGIES, VOL 2 | 2020年 / 1160卷

关键词：

ECG; Cardiac arrhythmia; Artificial Neural Networks; Computational intelligence; Pattern classification;

D O I：

10.1007/978-3-030-45691-7_48

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

The article proposes a study of cardiac arrhythmia detection, because besides the elderly this type of anomaly can occur with adolescents as well. During an arrhythmia the heart may beat very fast, very slow, or with an irregular rhythm. Often the physician may have difficulty detecting which type of arrhythmia, so a system will be proposed to assist in the medical diagnosis to detect arrhythmia in the patient. For this will be a database of ECG signal of several patients, where was applied an ANN (Artificial Neural Network with ELM training) to make the classification. Both standardized and raw data were used during the training stage, as well as several neuron architectures in the hidden layer were tested to have a good accuracy that will be the metric used in the work.

引用

页码：511 / 517

页数：7

共 10 条

[1]

Arrhythmia Data Set, 1998, Machine Learning Repository's

[2]

Awtry Eric, 2006, Blueprints cardiology

[3]

d Silva I.N., 2010, Redes Neurais Artificiais: para engenharia e ciencias aplicadas

[4]

Haque A., 2015, Cardiac Dysrhythmia Detection with GPU-Accelerated Neural Networks

[5]

Haykin S., 2001, Redes neurais: Principios e pratica, V2o

[6] Extreme learning machine: Theory and applications [J].

Huang, Guang-Bin ;

Zhu, Qin-Yu ;

Siew, Chee-Kheong .

NEUROCOMPUTING, 2006, 70 (1-3) :489-501

[7]

Jadhav S. M., 2012, Int. J. Comput. Appl., V44, P8

[8]

Kovacs Z.L., 2006, Artificial Neural Networks: Fundamentals and Applications, V4th

[9]

Lagus K., 2005, Learning Compact Representations for Data

[10]

Rojas R., 1996, Neural networks: a systematic introduction, P149, DOI 10.1007/978-3-642-61068-4_7

← 1 →