Feature Extraction of Electrocardiogram Signals by Applying Adaptive Threshold and Principal Component Analysis

Journal of Applied Research and Technology - Tập 13 Số 2 - Trang 261-269 - 2015
Ricardo Rodríguez Jorge1, Adriana Mexicano2, Jiří Bíla3, Salvador Cervantes4, Rafael Ponce2
1Department of Mechatronics, Technological University of Ciudad Juarez, Ciudad Juárez, Chihuahua, México
2Postgraduate Studies and Research Division, Technological Institute of Ciudad Victoria, Ciudad Victoria, Tamaulipas, México
3Department of Instrumentation and Control Engineering, Czech Technical University in Prague, Prague, Czech Republic
4Faculty of Chemical Sciences and Engineering, Autonomous University of the State of Morelos, Cuernavaca, Morelos, México

Tóm tắt

Từ khóa


Tài liệu tham khảo

Afonso, 1995, Filter-bank based processing of the stress ECG, In: The 17th IEEE Annual Engineering Conference in Medicine and Biology Society., 887

Afonso, 1999, ECG beat detection using filter banks, IEEE Trans. Biomed. Eng., 46, 192, 10.1109/10.740882

Ahlstrom, 1983, Automated high-speed analysis of Holter tapes with microcomputers, IEEE Trans. Biomed. Eng., 30, 651, 10.1109/TBME.1983.325067

Alesanco, 2003, A novel real-time multilead ECG compression and de-noising method based on the wavelet transform, In: Proc. IEEE Computers in Cardiology., 593

Alwan, 2011, 9

Arzeno, 2008, Analysis of first-derivative based QRS detection algorithms, IEEE Trans. Biomed. Eng., 55, 478, 10.1109/TBME.2007.912658

Asirvadam, 2009, ECG viewed using grayscale patterns, Proceedings of the International Conference on Man-Machine Systems 2009.

Ayat, 2009, ECG denoising using modulus maxima of wavelet transform, In Proc. Annual Int. Conf. IEEE Engineering in Medicine and Biology Society Minneapolis 2009, 416, 10.1109/IEMBS.2009.5332617

Bashour, 2004, Characterization of premature atrial contraction activity prior to the onset of postoperative atrial fibrillation in cardiac surgery patients Chest, 126, 831S

Benitez, 2001, The use of the Hilbert transform in ECG signal analysis, Comput. Biol. Med., 31, 399, 10.1016/S0010-4825(01)00009-9

Burte, 2012, Advances in QRS detection: Modified Wavelet energy gradient method, International Journal of Emerging Trends in Signal Processing, 1, 23

Castells, 2007, Principal Component Analysis in ECG signal processing, EURASIP Journal on Advances in Signal Processing, 1

Chen, 2003, A moving average based filtering system with its application to real-time QRS detection, Proc. IEEE Computers in Cardiology, 585

Cheng, 1998, Classification of electrocardiogram using hidden Markov models, 20th Annual Int. Conf. IEEE Engineering in Medicine and Biology Society, 143

Chouakri, 2011, QRS complex detection based on multi wavelet packet decomposition, Applied Mathematics and Computation, 217, 9508, 10.1016/j.amc.2011.03.001

Clifford, 2006, Advanced methods and tools for ECG data analysis, Norwood, MA: Artech House Inc, 55

Coast, 1989, QRS detection based on hidden Markov modeling, In: Proc. Annual International Conference of the IEEE Enginnering in Medicine and Biology Society, 34

Deshpande, 2013, ECG data compression using principal component analysis, International Journal of Electrical, Electronics and Computer Systems., 1, 13

Dilaveris, 1998, Simple electrocardiographic markers for the prediction of paroxysmal idiopathic atrial fibrillation, American Heart Journal, 135, 733, 10.1016/S0002-8703(98)70030-4

Dinh, 2001, In: 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Wavelets for QRS detection, 1883

Elgendi, 2014, Revisiting QRS detection methodologies for portable, wearable, battery-operated, and wireless ECG systems PLoS ONE, 9, e84018

Elgendi, 2009, Improved QRS detection algorithm using dynamic thresholds, International Journal of Hybrid Information Technology, 2, 65

Goldberger, 2000, PhysioBank, PhysioToolkit, and PhysioNet: Components of a New Research Resource for Complex Physiologic Signals. Circulation, 101, e215

Hasan, 2012, Hardware approach of R-peak detection for the measurement of fetal and maternal heart rates, Journal of Applied Research and Technology, 10, 835, 10.22201/icat.16656423.2012.10.6.343

Kadambe, 1999, Wavelet transform-based QRS complex detector, IEEE Trans. Biomed. Eng., 46, 838, 10.1109/10.771194

Kaplan, 1990, Simultaneous QRS detection and feature extraction using simple matched filter basis functions, In Proc. IEEE Computers in Cardiology 1990, 503

Kher, 2014, Comparative analysis of PCA and wavelet based motion artifact detection and spectral characterization in W-ECG, WSEAS Transactions on Signal Processing, 10, 116

Köhler, 2003, QRS detection using zero crossing counts, Progress in Biomedical Research, 8, 138

Kotas, 2007, Projective filtering of time-aligned ECG beats for repolarization duration measurement, Comput. Methods Programs Biomed, 85, 115, 10.1016/j.cmpb.2006.10.001

Langley, 2010, Principal component analysis as a tool for analyzing beat-to-beat changes in ECG features: Application to ECG-derived respiration, IEEE Trans. Biomed. Eng., 57, 821, 10.1109/TBME.2009.2018297

Li, 1995, Detection of ECG characteristic points using wavelet transforms, IEEE Trans. Biomed. Eng., 42, 21, 10.1109/10.362922

Liang-Yu, 2004, Using wavelet transform and fuzzy neural network for VPC detection from the Holter ECG, IEEE Trans. Biomed. Eng., 51, 1269, 10.1109/TBME.2004.824131

Madeiro, 2007, A new approach to QRS segmentation based on wavelet bases and threshold technique, Med. Eng. Phys., 29, 26, 10.1016/j.medengphy.2006.01.008

Monasterio, 2009, Multilead analysis of T-wave alternants in the ECG using principal component analysis, IEEE Trans. Biomed. Eng., 56, 1880, 10.1109/TBME.2009.2015935

Moody, 2001, The impact of the MIT-BIH Arrhythmia Database, IEEE Eng. Med. Biol. Mag., 20, 45, 10.1109/51.932724

Morizet-Mahoudeaux, 1981, Simple microprocessor-based system for on-line ECG arrhythmia analysis, Med. & Biol. Eng. & Comput., 19, 497, 10.1007/BF02441319

Okada, 1979, A digital filter for the QRS complex detection, IEEE Trans. Biomed. Eng., 26, 700, 10.1109/TBME.1979.326461

Palanivel, 2013, Experimental studies on intelligent, wearable and automated wireless mobile tele-alert system for continuous cardiac surveillance, Journal of Applied Research and Technology, 11, 133, 10.1016/S1665-6423(13)71522-0

Pan, 1985, A real-time QRS detection algorithm, IEEE Trans. Biomed. Eng., 32, 230, 10.1109/TBME.1985.325532

Rabbani, 2011, R peak detection in electrocardiogram signal based on an optimal combination of wavelet transform, Hilbert transform, and adaptive thresholding. J. Med. Signals Sens., 1, 91, 10.4103/2228-7477.95292

Rajpoot, 2013, ECG data compression based on principal component analysis, Current Research in Engineering, Science and Technology Journals, 1, 98

Romero, 2010, PCA-based noise reduction in ambulatory ECGs, Computing in Cardiology, 26, 677

Sharma, 2012, Clinical entropy based PCA for multi-lead electrocardiogram signals, Proc. of the International Conference on Advances in Information Technology 2012, 24

Sharma, 2013, Denoising and detection of ECG points using wavelets & PCA, International Journal of Emerging Research in Management & Technology, 2, 15

Sharmila, 2013, Rule based identification of cardiac arrhythmias from enhanced ECG signals using multi-scale PCA, Signal Processing: An International Journal, 7, 117

Tang, 2008, The algorithm of R peak detection in ECG based on empirical mode decomposition, In: Proc. Fourth International Conference on Natural Computation, 624

Trahanias, 1990, Syntactic pattern recognition of the ECG, IEEE Transactions on Pattern Analysis and Machine Intelligence, 12, 648, 10.1109/34.56207

Tran, 2004, Prediction of paroxysmal atrial fibrillation by analysis of atrial premature complexes, IEEE Trans Biomed Eng., 51, 561, 10.1109/TBME.2003.821030

Trinder, 2001, Autonomic activity during human sleep as a function of time and sleep stage, J. Sleep Res., 10, 253, 10.1046/j.1365-2869.2001.00263.x

Tsipouras, 2002, Arrhythmia classification using the R-R- interval duration signal, IEEE Computers in Cardiology, 2002, 485, 10.1109/CIC.2002.1166815

Xing, 2008, A new QRS detection algorithm based on empirical mode decomposition, In: Proc. 2nd International Conference on Bioinformatics and Biomedical Engineering, 693

Xu, 2005, Adaptive threshold for QRS complex detection based on wavelet transform, In Proc. IEEE 27th Annual International Conference of the Engineering in Medicine and Biology Society, 7281

Yongli, 2005, A QRS complex detection algorithm based on mathematical morphology and envelope, In Proc., 27th Annual International Conference of the Engineering in Medicine and Biology Society, 4654

Zapanta, 2004, Heart rate chaos in obstructive sleep apnea in children, In Proc., 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 3889, 10.1109/IEMBS.2004.1404088

Zhang, 2007, Novel QRS detection by CWT for ECG sensor, In: Proc. IEEE Biomedical Circuits and Systems Conference 2007, 211