Browse > Article
http://dx.doi.org/10.3745/KIPSTD.2012.19D.1.105

The Classification of Arrhythmia Using Similarity Analysis Between Unit Patterns at ECG Signal  

Bae, Jung-Hyoun (호서대학교 전자공학과)
Lim, Seung-Ju (호서대학교 전자공학과)
Kim, Jeong-Ju (호서대학교 전자공학과)
Park, Sung-Dae (호서대학교 전자공학과)
Kim, Jeong-Do (호서대학교 전자공학과)
Publication Information
The KIPS Transactions:PartD / v.19D, no.1, 2012 , pp. 105-112 More about this Journal
Abstract
Most methods for detecting PVC and APC require the measurement of accurate QRS complex, P wave and T wave. In this study, we propose new algorithm for detecting PVC and APC without using complex parameter and algorithms. Proposed algorithm have wide applicability to abnormal waveform by personal distinction and difference as well as all sorts of normal waveform on ECG. To achieve this, we separate ECG signal into each unit patterns and made a standard unit pattern by just using unit patterns which have normal R-R internal. After that, we detect PVC and APC by using similarity analysis for pattern matching between standard unit pattern and each unit patterns.
Keywords
PVC; APC; ECG; Cosine Similarity; DWT; Pattern Matching;
Citations & Related Records
연도 인용수 순위
  • Reference
1 S. Kadambe, R. Murray, and G. F. B. Bartels "Wavelet Transform based QRS complex detector", IEEE Trans Biomed Eng. 46(7):838-848, 1999.   DOI   ScienceOn
2 박광리, 이경중, "웨이브렛 변환을 이용한 QRS 검출 알고리즘 개발", 대한전자공학회 강원지부 추계 학술대회 논문집 제2권 제2호 pp.19-22, 1996.
3 윤장혁, 정용주, "실시간 ECG 모니터링 시스템 개발을 위한 QRS 검출 알고리듬의 개발" 한국정보기술학회논문지 제8권 제 5호, pp.153-163, 2010.
4 S. Evans, H. Hastings, and M. Bodenheimer, "Differentiation of beats of ventricular and sinus origin using a self-training neural network", PACE, Vol.17, pp.611-626, 1994.   DOI   ScienceOn
5 Gerard Salton, Michael J.McGill, "Introduction to mordern information retrieval", McGraw-Hill, pp.120-126, 1983.
6 조익성, 권혁숭, "PVC 분류를 위한 적응형 문턱치와 윈도우 기반 의 R파 검출 알고리즘", 한국통신학회논문지, Vol.34, No.11, pp.1289-1295, 2009.
7 Erik Zellmer, Fei Shang, Hao Zhang "Highly Accurate ECG Beat Classification based on Continuous Wavelet Transformation and Multiple Support Vector Machine Classifiers", Biomedical Engineering and Informatics, pp.1-5, 2009
8 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, pp.1269, 2004.   DOI   ScienceOn
9 Karen M. Ellis "EKG Plain and Sample second Edition", pp.16-17, pp.29-30.
10 J. Pan and W. Tompkins, "A real time QRS detection algorithm", IEEE Trans. Biomed. Eng., Vol.BME-32, No.3, pp.230-236, 1985.   DOI   ScienceOn