Parametric modelling of cardiac system multiple measurement signals: An open-source computer framework for performance evaluation of ECG, PCG and ABP event detectors

Journal of Medical Engineering and Technology

Volumn 36, Issue 2, 2012, Pages 117-134

  Homaeinezhad, M R ^a   Sabetian, P ^a   Feizollahi, A ^a   Ghaffari, A ^a   Rahmani, R ^b  

^a K N TOOSI UNIVERSITY OF TECHNOLOGY   (Iran)

^b TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

Author keywords

Areacurve length; Arterial blood pressure; Electrocardiogram; Event detector; Macroscopic modelling; Multiple higher order moments; Performance evaluation; Phonocardiogram; Principal components analysed geometric index

Indexed keywords

AREACURVE LENGTH; ARTERIAL BLOOD PRESSURE; ELECTROCARDIOGRAM; HIGHER ORDER; MACROSCOPIC MODELLING; PERFORMANCE EVALUATION; PHONOCARDIOGRAMS; PRINCIPAL COMPONENTS;

BLOOD; BLOOD PRESSURE; DETECTORS; DISCRETE WAVELET TRANSFORMS; ELECTROCARDIOGRAPHY; ERROR DETECTION; GEOMETRY; PRINCIPAL COMPONENT ANALYSIS; SIGNAL DETECTION; SIGNAL GENERATORS; SIGNAL TO NOISE RATIO;

MATHEMATICAL TRANSFORMATIONS;

ALGORITHM; ARTICLE; BIOLOGICAL MODEL; BLOOD PRESSURE; COMPUTER SIMULATION; ELECTROCARDIOGRAPHY; HUMAN; METHODOLOGY; PHONOCARDIOGRAPHY; PHYSIOLOGY; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING;

ALGORITHMS; BLOOD PRESSURE; COMPUTER SIMULATION; ELECTROCARDIOGRAPHY; HUMANS; MODELS, CARDIOVASCULAR; PHONOCARDIOGRAPHY; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84856343298     PISSN: 03091902     EISSN: 1464522X     Source Type: Journal    
DOI: 10.3109/03091902.2011.645945     Document Type: Article

References (19)

1. Sachse, F.B., 2004, Computational Cardiology Modeling of Anatomy Electrophysiology and Mechanics (Berlin, Heidelberg: Springer-Verlag).
2. McSharry, P.E., Clifford, G.D., Tarassenko, L.S., and Leonard, A., 2003, A dynamical model for generating synthetic electrocardiogram signals. IEEE Transactions on Biomedical Engineering, 50, 289-294. (Pubitemid 36331670)
3. Ghaffari, A., Homaeinezhad, M.R., Ahmadi, Y., Atarod, M., and Akraminia, M., 2010, An open-source mathematical framework for performance evaluation of QRS complex detectors. Simulation Modeling, Practice and Theory, 18, 860-880.
4. Killmann, R., Wach, P., and Dienstl, F., 1991, Three-dimensional computer model of the entire human heart for simulation of reentry and tachycardia: Gap phenomenon and Wolff-Parksinson-White syndrome. Basic Research in Cardiology, 86, 485-501.
5. Siregar, P., Sinteff, J.P., Chahine, M., and Lebeux, P., 1996, A cellular automata model of the heart and its coupling with a qualitative model. Computers and Biomedical Research, 29, 222-246. (Pubitemid 26268573)
6. Murillo, M., and Cai, X.-C., 2004, A fully implicit parallel algorithm for simulating the non-linear electrical activity of the heart. Numerical Linear Algebra with Applications, 11, 261-277. (Pubitemid 39604613)
7. Xia, L., Huo, M.H., Zhang, X., Wei, Q., and Liu, F., 2004, Beating heart modeling and simulation. Proceeding of the Computers in Cardiology (CinC) Conference, 31, pp. 137-141.
8. Libby, P., Bonow, R.O., Mann, D.L., and Zipes, D.P., 2007, Braunwald's Heart Disease: A Textbook of Cardiovascular Medicine, 8th edn (Saunders, USA).
9. Sayadi, O., and Shamsollahi, M.B., 2008, ECG denoising and compression using a modified extended Kalman filter structure. IEEE Transactions on Biomedical Engineering, 55, 2240-2248.
10. Sayadi, O., Shamsollahi, M.B., and Clifford, G.D., 2010, Robust detection of premature ventricular contractions using a wave-based Bayesian framework. IEEE Transactions on Biomedical Engineering, 57, 353-362.
11. Sayadi, O., and Shamsollahi, M.B., 2009, A model-based Bayesian framework for ECG beat segmentation. Physiological Measurement, 30, 335-352.
12. Moody, G.B., and Mark, R.G., 1990, The MIT-BIH Arrhythmia Database on CD-Rom and software for it. Proceedings of Computers in Cardiology, Lund, Sweden, Sep 1997, pp. 673-676.
13. Homaeinezhad, M.R., Ghaffari, A., Najjaran Toosi, H., Tahmasebi, M., and Daevaeiha, M.M., 2010, Optimal delineation of ambulatory Holter ECG events via false-alarm bounded segmentation of a wavelet-based principal components analyzed decision statistic. Cardiovascular Engineering-An International Journal, 10, 136-156.
14. Laguna, P., Mark, R., Goldenberger, A., and Moody, G.B., 1997, A database for evaluation of algorithms for measurement of QT and other waveform intervals in ECG. Proceedings of Computers in Cardiology, pp. 673-676.
15. Moody, G.B., 2008, The PhysioNet/Computers in Cardiology Challenge: T-Wave Alternans. Proceedings of Computers in Cardiology, 35, 505-508.
16. Homaeinezhad, M.R., Abbas Atyabi, S., Deneshvar, E., Ghaffari, A., and Tahmasebi, M., 2010, Discrete wavelet-aided delineation of PCG signal events via analysis of an area curve length-based decision statistic, Journal of Cardiovascular Engineering, 10, 218-234.
17. Columbus Technical College, 2010, Nursing Student Heart Sound Database. Available online at: http://www.ctcadn.com/heartsounds. [last accessed June 2011].
18. Homaeinezhad, M.R., Aghaee, M., Najjaran Toosi, H., Ghaffari, A., and Rahmani, R., Robust arterial blood pressure characteristic locations detection via analysis of a wavelet-derived static-baseline metric. Proceedings of the Computing in Cardiology Conference, Belfast, UK, 24-27 September 2010.
19. Goldberger, A.L. Amaral, L.A.N. Glass, L. Hausdorff, J.M. Ivanov, P.,Ch. Mark, R.G. Mietus, J.E. Moody, G.B. Peng C.K., and Stanley, H.E., 2000, PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation, 101, e215-e220.