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In respect to the main goal of our ongoing work for analyzing fetal electrocardiogram (FECG) signals for monitoring the health of the fetus, we investigate in this paper the possibility of extracting the fetal heart rate (FHR) directly from the abdominal composite recordings. Our proposed approach is based on a combination of Independent Component Analysis (ICA) and least mean square (LMS) adaptive filter. The FHR of the estimated FECG signal is finally compared to a reference value extracted from a FECG signal recorded by using a spiral electrode attached directly to the fetal scalp. The experimental results show that FHR can be successfully evaluated directly from the abdominal composite recordings without the need of using any external reference signal.
Rocznik
Tom
Strony
143--149
Opis fizyczny
Bibliogr. 21 poz., rys., tab., wykr.
Twórcy
autor
- Electrical and Computer Department, College of Engineering, Rafik Hariri University, Lebanon
autor
- Research group TTS, Lebanese University, Hadath, Lebanon
autor
- Research group TTS, Lebanese University, Hadath, Lebanon
autor
- Electrical and Computer Department, College of Engineering, Rafik Hariri University, Lebanon
Bibliografia
- [1] AKHTAR M. T., TZYY-PING J., MAKEIG S., CAUWENBERGHS G., Recursive independent component analysis for online blind source separation, in Circuits and Systems (ISCAS), 2012 IEEE International Symposium on, 2012, pp. 2813-2816.
- [2] ALI M. A. S., ZENG X. P., A novel technique for extraction foetal electrocardiogram using adaptive filtering and simple genetic algorithm, Am. J. Biostat., 2010, Vol. 1, pp. 75-81.
- [3] DE LATHAUWER L., DE MOOR B., VANDEWALLE J., Fetal electrocardiogram extraction by blind source subspace separation, Biomedical Engineering, IEEE Transactions on, 2000, Vol. 47, pp. 567-572.
- [4] FREEMAN R. K., Problems with intrapartum fetal heart rate monitoring interpretation and patient management, Obstet Gynecol, Oct 2002, Vol. 100, pp. 813-826.
- [5] FREEMAN R. K., GARITE T. J., NAGEOTTE M. P., MILLER L., Fetal Heart Rate Monitoring 4 Har/Psc ed.: Lippincott, Williams and Wilkins, 2012.
- [6] HORNER S., HOLLS W., CRILLY P. B., Non-invasive fetal electrocardiograph enhancement, in Computers in Cardiology 1992, Proceedings of, 1992, pp. 163-166.
- [7] HYVARINEN A., OJA E., Independent component analysis: algorithms and applications, Neural Netw, May-Jun 2000, Vol. 13, pp. 411-430.
- [8] JENKINS H. M., Thirty years of electronic intrapartum fetal heart rate monitoring: discussion paper, J R Soc Med, Apr 1989, Vol. 82, pp. 210-214.
- [9] JEZEWSKI J., MATONIA A., KUPKA T., ROJ D., CZABANSKI R., Determination of fetal heart rate from abdominal signals: evaluation of beat-to-beat accuracy in relation to the direct fetal electrocardiogram, Biomedical Engineering, 2012, Vol. 0, pp. 1–12.
- [10] JEZEWSKI J., WROBEL J., HOROBA K., Comparison of doppler ultrasound and direct electrocardiography acquisition techniques for quantification of fetal heart rate variability, IEEE Trans Biomed Eng, May 2006, Vol. 53, pp. 855-864.
- [11] JEZEWSKI J., WROBEL J., HOROBA K., GRACZYK S., GACEK A., Coping with limitations of Doppler ultrasound fetal heart rate monitors, in Engineering in Medicine and Biology Society, 1995 and 14th Conference of the Biomedical Engineering Society of India. An International Meeting, Proceedings of the First Regional Conference., IEEE, 1995, pp. PS9-P10.
- [12] KOTAS M., JEZEWSKI J., MATONIA A., KUPKA T., Towards noise immune detection of fetal QRS complexes, Comput Methods Programs Biomed, Mar 2010, Vol. 97, pp. 241-256.
- [13] KOTAS M., JEZEWSKI J., HOROBA K., MATONIA A., Application of spatio-temporal filtering to fetal electrocardiogram enhancement, Comput Methods Programs Biomed, Oct 2011, Vol. 104, pp. 1-9.
- [14] MATONIA A., JEZEWSKI J., HOROBA K., GACEK A., LABAJ P., The maternal ECG suppression algorithm for efficient extraction of the fetal ECG from abdominal signal, Conf Proc IEEE Eng Med Biol Soc, 2006, Vol. 1, pp. 3106-3109.
- [15] MURRAY M., Antepartal and Intrapartal Fetal Monitoring Third Edition ed.: Springer Publishing Company, 2006.
- [16] NOGUCHI Y., MAMUNE H., SUGIMOTO S., YOSHIDA J., SASA H., KOBAYASHI H., KOBAYASHI M., Measurement characteristics of the ultrasound heart rate monitor, in Engineering in Medicine and Biology Society, 1994. Engineering Advances: New Opportunities for Biomedical Engineers. Proceedings of the 16th Annual International Conference of the IEEE, 1994, Vol. 671, pp. 670-671.
- [17] RAVINDRAKUMAR S., RAJA K. B., Fetal ECG extraction and enhancement in prenatal monitoring — Review and implementation issues, in Trendz in Information Sciences & Computing (TISC), 2010, pp. 16-20.
- [18] SAMENI R., CLIFFORD G. D., A Review of Fetal ECG Signal Processing; Issues and Promising Directions, Open Pacing Electrophysiol Ther J, Jan 1 2010, Vol. 3, pp. 4-20.
- [19] SATO M., KIMURA Y., CHIDA S., ITO T., KATAYAMA N., OKAMURA K., NAKAO M., A novel extraction method of fetal electrocardiogram from the composite abdominal signal, IEEE Trans Biomed Eng, Jan 2007, Vol. 54, pp. 49-58.
- [20] THAKOR N. V., ZHU Y. S., Applications of adaptive filtering to ECG analysis: noise cancellation and arrhythmia detection, IEEE Trans Biomed Eng, Aug 1991, Vol. 38, pp. 785-794.
- [21] WIDROW B., GLOVER Jr. J. R., MCCOOL J. M., KAUNITZ J., WILLIAMS C. S., HEARN R. H., ZEIDLER J. R., DONG Jr. E., GOODLIN R. C., Adaptive noise cancelling: Principles and applications, Proceedings of the IEEE, 1975, Vol. 63, pp. 1692-1716.
Typ dokumentu
Bibliografia
Identyfikator YADDA
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