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Arrhythmia Detection Technique using basic ECG Parameters

by Mohammad Rakibul Islam, Rifad Hossain, Md. Ziaul Haque Bhuiyan, Tahmeed Ahmed Margoob, Md. Taslim Reza, Kazi Khairul Islam
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 119 - Number 10
Year of Publication: 2015
Authors: Mohammad Rakibul Islam, Rifad Hossain, Md. Ziaul Haque Bhuiyan, Tahmeed Ahmed Margoob, Md. Taslim Reza, Kazi Khairul Islam
10.5120/21102-3819

Mohammad Rakibul Islam, Rifad Hossain, Md. Ziaul Haque Bhuiyan, Tahmeed Ahmed Margoob, Md. Taslim Reza, Kazi Khairul Islam . Arrhythmia Detection Technique using basic ECG Parameters. International Journal of Computer Applications. 119, 10 ( June 2015), 11-15. DOI=10.5120/21102-3819

@article{ 10.5120/21102-3819,
author = { Mohammad Rakibul Islam, Rifad Hossain, Md. Ziaul Haque Bhuiyan, Tahmeed Ahmed Margoob, Md. Taslim Reza, Kazi Khairul Islam },
title = { Arrhythmia Detection Technique using basic ECG Parameters },
journal = { International Journal of Computer Applications },
issue_date = { June 2015 },
volume = { 119 },
number = { 10 },
month = { June },
year = { 2015 },
issn = { 0975-8887 },
pages = { 11-15 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume119/number10/21102-3819/ },
doi = { 10.5120/21102-3819 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:03:40.457878+05:30
%A Mohammad Rakibul Islam
%A Rifad Hossain
%A Md. Ziaul Haque Bhuiyan
%A Tahmeed Ahmed Margoob
%A Md. Taslim Reza
%A Kazi Khairul Islam
%T Arrhythmia Detection Technique using basic ECG Parameters
%J International Journal of Computer Applications
%@ 0975-8887
%V 119
%N 10
%P 11-15
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

A condition in which the heart beats with an irregular or abnormal rhythm is known as Arrhythmia. This paper presents a procedure to extract information from Electrocardiogram (ECG) data & determine types of Arrhythmias. The decisions were achieved by determining different intervals such as PR Interval, RR Interval, Heart Rate (HR) etc. and those intervals were compared with the ideal intervals. During the whole process MATLAB was used & ECG signals were taken from PhysioBank ATM. In this process Savitzky–Golay filter was used to reduce the noise of the signal. Tachycardia, Bradycardia, Heart Block, Junctional Arrhythmia, Premature Articular Contraction were detected during this analysis. The results show simplified detection of arrhythmia with 90%accuracy.

References
  1. Wen Wei and Jerry M. Mendel, "A Fuzzy Logic Method for Modulation Classification in Nonideal Environments", IEEE Transactions on Fuzzy Systems, Vol. 7, No. 3, June 1999, pp. 333-344.
  2. Tomoharu Nakashima, Gerald Schaefer, Yasuyuki Yokota, HisaoIshibuchi, "A weighted fuzzy classifier and its application to image processing tasks", Fuzzy Sets and Systems 158, 2007, pp. 284 – 294.
  3. Reza Boostani, MojtabaRismanchib, Abbas Khosravani, LidaRashidi, SamanehKouchaki, PayamPeymani, SeyedTaghiHeydari, B. Sabayan, K. B. Lankarani, "Presenting a hybrid method in order to predict the 2009 pandemic influenza A (H1N1)", Advanced Computing: An International Journal (ACIJ), Vol. 3, No. 1, January 2012, pp. 31-43.
  4. Ken Nozaki, Hisao Ishibuchi and Hideo Tanaka, "Adaptive Fuzzy Rule-Based Classification Systems", IEEE Transactions on Fuzzy Systems, Vol. 4, No. 3, 1996, pp. 238-250.
  5. Jia Zeng and Zhi-Qiang Liu, "Type-2 Fuzzy Sets for Pattern Recognition: The State-of-the-Art", Journal of Uncertain Systems, Vol. 1, No. 3, 2007, pp. 163-177.
  6. F. Hoffmann, B. Baesens, J. Martens, F. Put and J. Vanthienen, "Comparing a genetic fuzzy and a Neuro-fuzzy classifier for credit scoring", presented at Int. J. Intell. Syst. , 2002, pp. 1067-1083.
  7. F. M. Schleif, T. Villmann, B. Hammer, "Prototype based Fuzzy Classification in Clinical Proteomics", International Journal of Approximate Reasoning, 2008, 47(1), pp. 4-16.
  8. Aaron K. Shackelfordand Curt H. Davis, "A Hierarchical Fuzzy Classification Approach for High-Resolution Multispectral Data Over Urban Areas", IEEE Transactions on Geo-science And Remote Sensing, Vol. 41, No. 9, September 2003, pp. 1920-1932.
  9. Benoit Mandelbrot, "How long is the coast of Britain?" Science, New Series, Vol. 156, No. 3775, May 5, 1967, pp. 636-638.
  10. B. Mandelbrot, "The fractal geometry of nature", Wh. Freeman, 1983.
  11. S. Raghav and K. Misra, "Fractal Feature Based ECG Arrhythmia Classification", IEEE, 2008, pp. 1-5.
  12. L. Y. Shyu, Y. H. Wu, and W. C. Hu, "Using wavelet transform and fuzzy neural network for VPC detection from the holter ECG," IEEE Trans. Biomed. Eng. , vol. 51, no. 7, pp. 1269–1273, Jul. 2004
  13. Z. Benyd L. Czinege, Computer Analysis of Dynamic Systems with Application in Physiology, Proc IS" World congress of MACS on Scientific Computation, Modeling and Applied Mathematics, Berlin, 1997. Vol. El. pp. 663-668.
  14. V. Kecman, Learning and Soft Computing Support vector machines Neural Networks-Fuzzy Logic, MIT, 2001
  15. HA Guvenir, B Acar, Feature Selection using a Genetic Algorithm for the detection of abnormal ECG recordings, International Conference on Machine Learning, Florida, 2001.
  16. ECG Notes Interpretation & Management Guide, Shirley A. Jones
  17. Online resource for physiological Signals. http://www. physionet. org
Index Terms

Computer Science
Information Sciences

Keywords

Electrocardiogram Arrhythmia PR Interval RR Interval Heart Rate.

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