Identification of Cardiac Arrhythmias using Natural Resonance Complex Frequencies

<!DOCTYPE html> <html lang="en" dir="ltr"> <head>  <script async src="https://www.googletagmanager.com/gtag/js?id=G-P63WKM1TM1"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-P63WKM1TM1'); </script>  <script type="text/javascript" > (function(m,e,t,r,i,k,a){m[i]=m[i]||function(){(m[i].a=m[i].a||[]).push(arguments)}; m[i].l=1*new Date(); for (var j = 0; j < document.scripts.length; j++) {if (document.scripts[j].src === r) { return; }} k=e.createElement(t),a=e.getElementsByTagName(t)[0],k.async=1,k.src=r,a.parentNode.insertBefore(k,a)}) (window, document, "script", "https://mc.yandex.ru/metrika/tag.js", "ym"); ym(55165297, "init", { clickmap:false, trackLinks:true, accurateTrackBounce:true, webvisor:false }); </script> <noscript><div><img src="https://mc.yandex.ru/watch/55165297" style="position:absolute; left:-9999px;" alt="" /></div></noscript>    <title>Identification of Cardiac Arrhythmias using Natural Resonance Complex Frequencies</title> <meta name="description" content="Identification of Cardiac Arrhythmias using Natural Resonance Complex Frequencies"> <meta name="keywords" content="Arrhythmias analysis, electrocardiogram, featureextraction, statistical classifiers."> <meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1, maximum-scale=1, user-scalable=no"> <meta charset="utf-8"> <meta name="citation_title" content="Identification of Cardiac Arrhythmias using Natural Resonance Complex Frequencies"> <meta name="citation_author" content="Moustafa A. Bani-Hasan"> <meta name="citation_author" content="Yasser M. Kadah"> <meta name="citation_author" content="Fatma M. El-Hefnawi"> <meta name="citation_publication_date" content="2010/01/23"> <meta name="citation_journal_title" content="International Journal of Biomedical and Biological Engineering"> <meta name="citation_volume" content="4"> <meta name="citation_issue" content="1"> <meta name="citation_firstpage" content="19"> <meta name="citation_lastpage" content="25"> <meta name="citation_pdf_url" content="https://publications.waset.org/5009/pdf"> <link href="https://cdn.waset.org/favicon.ico" type="image/x-icon" rel="shortcut icon"> <link href="https://cdn.waset.org/static/plugins/bootstrap-4.2.1/css/bootstrap.min.css" rel="stylesheet"> <link href="https://cdn.waset.org/static/plugins/fontawesome/css/all.min.css" rel="stylesheet"> <link href="https://cdn.waset.org/static/css/site.css?v=150220211555" rel="stylesheet"> </head> <body> <header> <div class="container"> <nav class="navbar navbar-expand-lg navbar-light"> <a class="navbar-brand" href="https://waset.org"> <img src="https://cdn.waset.org/static/images/wasetc.png" alt="Open Science Research Excellence" title="Open Science Research Excellence" /> </a> <button class="d-block d-lg-none navbar-toggler ml-auto" type="button" data-toggle="collapse" data-target="#navbarMenu" aria-controls="navbarMenu" aria-expanded="false" aria-label="Toggle navigation"> <span class="navbar-toggler-icon"></span> </button> <div class="w-100"> <div class="d-none d-lg-flex flex-row-reverse"> <form method="get" action="https://waset.org/search" class="form-inline my-2 my-lg-0"> <input class="form-control mr-sm-2" type="search" placeholder="Search Conferences" value="" name="q" aria-label="Search"> <button class="btn btn-light my-2 my-sm-0" type="submit"><i class="fas fa-search"></i></button> </form> </div> <div class="collapse navbar-collapse mt-1" id="navbarMenu"> <ul class="navbar-nav ml-auto align-items-center" id="mainNavMenu"> <li class="nav-item"> <a class="nav-link" href="https://waset.org/conferences" title="Conferences in 2024/2025/2026">Conferences</a> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/disciplines" title="Disciplines">Disciplines</a> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/committees" rel="nofollow">Committees</a> </li> <li class="nav-item dropdown"> <a class="nav-link dropdown-toggle" href="#" id="navbarDropdownPublications" role="button" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> Publications </a> <div class="dropdown-menu" aria-labelledby="navbarDropdownPublications"> <a class="dropdown-item" href="https://publications.waset.org/abstracts">Abstracts</a> <a class="dropdown-item" href="https://publications.waset.org">Periodicals</a> <a class="dropdown-item" href="https://publications.waset.org/archive">Archive</a> </div> </li> <li class="nav-item"> <a class="nav-link" href="https://waset.org/page/support" title="Support">Support</a> </li> </ul> </div> </div> </nav> </div> </header> <main> <div class="container mt-4"> <div class="row"> <div class="col-md-9 mx-auto"> <form method="get" action="https://publications.waset.org/search"> <div id="custom-search-input"> <div class="input-group"> <i class="fas fa-search"></i> <input type="text" class="search-query" name="q" placeholder="Author, Title, Abstract, Keywords" value=""> <input type="submit" class="btn_search" value="Search"> </div> </div> </form> </div> </div> <div class="row mt-3"> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Commenced</strong> in January 2007</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Frequency:</strong> Monthly</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Edition:</strong> International</div> </div> </div> <div class="col-sm-3"> <div class="card"> <div class="card-body"><strong>Paper Count:</strong> 33093</div> </div> </div> </div> <div class="card publication-listing mt-3 mb-3"> <h5 class="card-header" style="font-size:.9rem">Identification of Cardiac Arrhythmias using Natural Resonance Complex Frequencies</h5> <div class="card-body"> <p class="card-text"><strong>Authors:</strong> <a href="https://publications.waset.org/search?q=Moustafa%20A.%20Bani-Hasan">Moustafa A. Bani-Hasan</a>, <a href="https://publications.waset.org/search?q=Yasser%20M.%20Kadah"> Yasser M. Kadah</a>, <a href="https://publications.waset.org/search?q=Fatma%20M.%20El-Hefnawi"> Fatma M. El-Hefnawi</a> </p> <p class="card-text"><strong>Abstract:</strong></p> An electrocardiogram (ECG) feature extraction system based on the calculation of the complex resonance frequency employing Prony-s method is developed. Prony-s method is applied on five different classes of ECG signals- arrhythmia as a finite sum of exponentials depending on the signal-s poles and the resonant complex frequencies. Those poles and resonance frequencies of the ECG signals- arrhythmia are evaluated for a large number of each arrhythmia. The ECG signals of lead II (ML II) were taken from MIT-BIH database for five different types. These are the ventricular couplet (VC), ventricular tachycardia (VT), ventricular bigeminy (VB), and ventricular fibrillation (VF) and the normal (NR). This novel method can be extended to any number of arrhythmias. Different classification techniques were tried using neural networks (NN), K nearest neighbor (KNN), linear discriminant analysis (LDA) and multi-class support vector machine (MC-SVM). <iframe src="https://publications.waset.org/5009.pdf" style="width:100%; height:400px;" frameborder="0"></iframe> <p class="card-text"><strong>Keywords:</strong> <a href="https://publications.waset.org/search?q=Arrhythmias%20analysis" title="Arrhythmias analysis">Arrhythmias analysis</a>, <a href="https://publications.waset.org/search?q=electrocardiogram" title=" electrocardiogram"> electrocardiogram</a>, <a href="https://publications.waset.org/search?q=featureextraction" title=" featureextraction"> featureextraction</a>, <a href="https://publications.waset.org/search?q=statistical%20classifiers." title=" statistical classifiers."> statistical classifiers.</a> </p> <p class="card-text"><strong>Digital Object Identifier (DOI):</strong> <a href="https://doi.org/10.5281/zenodo.1060269" target="_blank">doi.org/10.5281/zenodo.1060269</a> </p> <a href="https://publications.waset.org/5009/identification-of-cardiac-arrhythmias-using-natural-resonance-complex-frequencies" class="btn btn-primary btn-sm">Procedia</a> <a href="https://publications.waset.org/5009/apa" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">APA</a> <a href="https://publications.waset.org/5009/bibtex" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">BibTeX</a> <a href="https://publications.waset.org/5009/chicago" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Chicago</a> <a href="https://publications.waset.org/5009/endnote" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">EndNote</a> <a href="https://publications.waset.org/5009/harvard" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">Harvard</a> <a href="https://publications.waset.org/5009/json" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">JSON</a> <a href="https://publications.waset.org/5009/mla" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">MLA</a> <a href="https://publications.waset.org/5009/ris" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">RIS</a> <a href="https://publications.waset.org/5009/xml" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">XML</a> <a href="https://publications.waset.org/5009/iso690" target="_blank" rel="nofollow" class="btn btn-primary btn-sm">ISO 690</a> <a href="https://publications.waset.org/5009.pdf" target="_blank" class="btn btn-primary btn-sm">PDF</a> <span class="bg-info text-light px-1 py-1 float-right rounded"> Downloads <span class="badge badge-light">2075</span> </span> <p class="card-text"><strong>References:</strong></p> <br>[1] World Health organization," Cardiovascular diseases", Fact sheet N┬░317, February 2007. http://www.who.int/cardiovascular_diseases. <br>[2] Rajendra Acharya U, Jasjit S. Suri, Jos A.E. Spaan, S .M. Krishnan, "Advances in Cardiac Signal Processing", ISBN-13 978-3-540-36674-4 Springer Berlin Heidelberg New York, 2007. <br>[3] SW Chen. "Two-stage discrimination of cardiac arrhythmias using a total least squares-based prony modeling algorithm" IEEE Transaction on Biomedical Engineering, 47: pp. 1317-1326, 2000. <br>[4] Owis, M., Abou-Zied, A., Youssef, A.B., Kadah, Y., "Robust feature extraction from ECG signals based on nonlinear dynamical modeling," 23rd Annual International Conference IEEE Engineering in Medicine and Biology Society. (EMBC-01). Volume 2. pp. 1585-1588, 2001. <br>[5] Dingfei Ge, Narayanan Srinivasan, Shankar Krishnan. "Cardiac arrhythmia classification using autoregressive modeling" BioMedical Engineering OnLine, 1(1):5, pp. 1585-1588, 2002. <br>[6] GE Ding-Fei, HOU Bei-Ping, and XIANG Xin-Jian, "Study of Feature Extraction Based on Autoregressive Modeling in ECG Automatic Diagnosis", ACTA Automation Sinica. Vol. 33 No. 5. pp. 462-466, 2007. <br>[7] P. de Chazal, M. O-Dwyer, and R. B. Reilly, "Automatic Classification of Heartbeats Using ECG Morphology and Heartbeat Interval Features," IEEE Transaction on Biomedical Engineering, Vol. 51, No. 7, pp.1196- 1206, July 2004. <br>[8] Inan, O.T., Giovangrandi, L. and Kovacs, G.T.A., "Robust neuralnetwork- based classification of premature ventricular contractions using wavelet transform and timing interval features", IEEE Transaction on Biomedical Engineering, Vol. 53, No.12. pp. 2507-2515, 2006. <br>[9] Ahmad R. Naghsh-Nilchi and A. Rahim Kadkhoda mohammadi, "Cardiac Arrhythmias Classification Method Based on MUSIC, Morphological Descriptors, and Neural Network", EURASIP Journal on Advances in Signal Processing, Article No. 202. Volume 2008. <br>[10] Turker Ince, S. Kiranyaz, and M. Gabbouj, "A Generic and Robust System for Automated Patient-specific Classification of Electrocardiogram Signals", IEEE Transactions on Biomedical Engineering, Vol. 56, No. 5, May 2009. <br>[11] S. S. Mehta, Nitin Shivappa Lingayat, "Support Vector Machine for Cardiac Beat Detection in Single Lead Electrocardiogram". IAENG International Journal of Applied Mathematics, pp. 1630-1635, 2007. <br>[12] B. Mohammad zadeh Asl, S.K. Setarehdan, "Neural Network Based Arrhythmia Classification Using Heart Rate Variability Signal", Proceedings of the 2nd International Symposium on Biomedical Engineering, Bangkok, Thailand, Nov. 2006. <br>[13] B. Anuradha and V. C. Veera Reddy, "ANN for classification of cardiac arrhythmias", ARPN Journal of Engineering and Applied Sciences, Vol. 3, No. 3, June 2008. <br>[14] M. Lagerholm, C. Peterson, G. Braccini, L. Edenbrandt, and L. Sörnmo, "Clustering ECG Complexes Using Hermite Functions and Selforganizing Maps," IEEE Transaction on Biomedical Engineering, Vol. 47, No. 7, pp.838-848, July, 2000. <br>[15] Berni, A. J., "Target identification by natural resonance estimation", IEEE Transaction on Aerospace and Electronic Systems, Vol. AES-11, No. 2, 147-154, 1975. <br>[16] H. S. Lui, N. V. Z. Shuley, "Radar target identification using a ÔÇÿbanded- E-pulse technique," IEEE Transaction Antennas Propagation, Vol 54, No. 12, pp. 3874-3881, 2006. <br>[17] Maes, Stephane Herman, "Monitoring, identification, and selection of audio signal poles with characteristic behaviors, for separation and synthesis of signal contributions" United States Patent 5930749, 1999 <br>[18] F.M. El-Hefnawi, "Use of Prony-s method for extracting the poles and zeros yielding a wideband window type response of circular antenna arrays", Radio and Wireless Conference, RAWCON98, pp. 201-204, Colorado/USA, Aug 1998. <br>[19] Huang J, Zhao J, Xie Y., "Source classification using pole method of AR model", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP '97), 1997 <br>[20] Yingbo Hua, Tapan K. Sarkar, "A Discussion of E-Pulse Method and Prony-s Method for Radar Target Resonance Retrieval from Scattered Field", IEEE. Transaction Antennas Propagation, vol. 37, NO. 7, July 1989. <br>[21] Liao, S.P.; Fang, D.G.; Li, X.G. "Target feature extraction of frequency domain data with optimal rational approximation", Antennas and Propagation Society International Symposium, vol.1, Page(s):242 - 245, 18-25 Jul 1992. <br>[22] MIT-BIH Arrhythmia Database, www.physionet.org. <br>[23] P. deChazal, R. B. Reilly, G. McDarby, B. Celler, "Classification of the electrocardiogram using selected wavelet coefficients and linear discriminants", Proceeding 2000 IEEE International Conference Acoustics, Speech and Signal Processing, pp. 3590-3593, Istanbul, 2000. <br>[24] T. Lobos, J. Rezmer, P. Schegner, "Parameter Estimation of Distorted Signals Using Prony-s Method", IEEE Bologna Power Tech Conference, Bologna/Italien, 2003. <br>[25] C. Ying, and R. Moses, "Prony-s Modeling of Linear FM Radar Data", Spann Laboratory Technical Report TR-93-01, Ohio State University, Jan. 1993. <br>[26] M. Alaoui Ismaili k A. Xémard, "Representation of electrical signals by a series of exponential terms", IPST '99 International Conference on Power Systems Transients, Budapest-Hungary, 1999. <br>[27] Hu, S., Wu, S. M. "Prony-s estimation of AR parameters of an ARMA time series." Mechanical Systems and Signal Processing 3(2): 207-211. 1989. <br>[28] Siri Krishan Wasan, Vasudha Bhatnagar, Harleen Kaur, "The impact of data mining techniques on medical diagnostics", Data Science Journal 5, 119-126, 2006. <br>[29] Abdel-Badeeh M. Salem, Kenneth Revett, and El-Sayed A. El-Dahshan, "Machine Learning in Electrocardiogram Diagnosis", Proceedings of the International Multi-conference on Computer Science and Information Technology, pp. 429 - 433, 2009. <br>[30] E. A. El-Dahshan, A.B. M. Salem, T. H. Younis, "A Hybrid Technique for Automatic MRI Brain Images Classification", Studia Univ. Babes- Bolyai, Informatica, Vol. LIV, No. 1, 2009 <br>[31] I. Jekova , G. Bortolan , I. Christov, "Assessment and comparison of different methods for heartbeat classification", Medical Engineering & Physics 30 , pp. 248-257, 2008. <br>[32] M. H. Song, J. Lee, H. D. Park, K. J. Lee, "Classification of Heartbeats based on Linear Discriminant Analysis and Artificial Neural Network", Proceedings of the 2005 IEEE Engineering in Medicine and Biology 27th Annual Conference Shanghai, China, September 1-4, 2005. <br>[33] Y. Wang, F. Agrafioti, D. Hatzinakos, and K. N. Plataniotis, "Analysis of Human Electrocardiogram for Biometric Recognition", EURASIP Journal on Advances in Signal Processing Volume 2008, Article ID 148658, 2008. <br>[34] V. Chud├í─ìek, G. Georgoulas, C. Stylios, M. Staviař, M. Hanuliak, and L. Lhotsk├í, "Comparison of Methods for Premature Ventricular Beat Detection", ITAB 2006, Ioannina - Epirus, Greece, October 26-28, 2006. <br>[35] Recommended Practice for Testing and Reporting Performance Results of Ventricular Arrhythmia Detection Algorithms (AAMI ECAR-1987). Arlington, VA: Association for the Advancement of Medical Instrumentation (AAMI). 1987. </div> </div> </div> </main> <footer> <div id="infolinks" class="pt-3 pb-2"> <div class="container"> <div style="background-color:#f5f5f5;" class="p-3"> <div class="row"> <div class="col-md-2"> <ul class="list-unstyled"> About <li><a href="https://waset.org/page/support">About Us</a></li> <li><a href="https://waset.org/page/support#legal-information">Legal</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/WASET-16th-foundational-anniversary.pdf">WASET celebrates its 16th foundational anniversary</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Account <li><a href="https://waset.org/profile">My Account</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Explore <li><a href="https://waset.org/disciplines">Disciplines</a></li> <li><a href="https://waset.org/conferences">Conferences</a></li> <li><a href="https://waset.org/conference-programs">Conference Program</a></li> <li><a href="https://waset.org/committees">Committees</a></li> <li><a href="https://publications.waset.org">Publications</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Research <li><a href="https://publications.waset.org/abstracts">Abstracts</a></li> <li><a href="https://publications.waset.org">Periodicals</a></li> <li><a href="https://publications.waset.org/archive">Archive</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Open Science <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Science-Philosophy.pdf">Open Science Philosophy</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Science-Award.pdf">Open Science Award</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Open-Society-Open-Science-and-Open-Innovation.pdf">Open Innovation</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Postdoctoral-Fellowship-Award.pdf">Postdoctoral Fellowship Award</a></li> <li><a target="_blank" rel="nofollow" href="https://publications.waset.org/static/files/Scholarly-Research-Review.pdf">Scholarly Research Review</a></li> </ul> </div> <div class="col-md-2"> <ul class="list-unstyled"> Support <li><a href="https://waset.org/page/support">Support</a></li> <li><a href="https://waset.org/profile/messages/create">Contact Us</a></li> <li><a href="https://waset.org/profile/messages/create">Report Abuse</a></li> </ul> </div> </div> </div> </div> </div> <div class="container text-center"> <hr style="margin-top:0;margin-bottom:.3rem;"> <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank" class="text-muted small">Creative Commons Attribution 4.0 International License</a> <div id="copy" class="mt-2">© 2024 World Academy of Science, Engineering and Technology</div> </div> </footer> <a href="javascript:" id="return-to-top"><i class="fas fa-arrow-up"></i></a> <div class="modal" id="modal-template"> <div class="modal-dialog"> <div class="modal-content"> <div class="row m-0 mt-1"> <div class="col-md-12"> <button type="button" class="close" data-dismiss="modal" aria-label="Close"><span aria-hidden="true">×</span></button> </div> </div> <div class="modal-body"></div> </div> </div> </div> <script src="https://cdn.waset.org/static/plugins/jquery-3.3.1.min.js"></script> <script src="https://cdn.waset.org/static/plugins/bootstrap-4.2.1/js/bootstrap.bundle.min.js"></script> <script src="https://cdn.waset.org/static/js/site.js?v=150220211556"></script> <script> jQuery(document).ready(function() { /*jQuery.get("https://publications.waset.org/xhr/user-menu", function (response) { jQuery('#mainNavMenu').append(response); });*/ jQuery.get({ url: "https://publications.waset.org/xhr/user-menu", cache: false }).then(function(response){ jQuery('#mainNavMenu').append(response); }); }); </script> </body> </html>

CINXE.COM

Identification of Cardiac Arrhythmias using Natural Resonance Complex Frequencies