A method for subsample fetal heart rate estimation under noisy conditions

IEEE Transactions on Biomedical Engineering

Volumn 57, Issue 4, 2010, Pages 875-883

  Şahin, Ismet ^a   Yilmazer, Nuri ^b   Simaan, Marwan A ^c  

^a UNIVERSITY OF MARYLAND   (United States)

^b TEXAS A AND M UNIVERSITY   (United States)

^c University of Central Florida   (United States)

Author keywords

Discrete Fourier transform (DFT); Fetal ECG; Fundamental period estimation; Heart rate estimation; Phase shift operator

Indexed keywords

BLOCK CODES; COST FUNCTIONS; COSTS; DISCRETE FOURIER TRANSFORMS; ELECTROCARDIOGRAPHY; ELECTROCHROMIC DEVICES; OPTIMIZATION; PHASE SHIFT; PROBABILITY DENSITY FUNCTION;

AVERAGE MAGNITUDE DIFFERENCE FUNCTION; CEPSTRUM; COMPARISON OF PERFORMANCE; FETAL ECG; FETAL HEART RATE; FUNDAMENTAL PERIOD; HEART RATE ESTIMATION; HEART RATES; LINEAR PHASE; NEW APPROACHES; PERIOD ESTIMATION; PHYSIOLOGICAL CONDITION; SAMPLING RATES; WAVE FORMS;

ESTIMATION;

ACIDEMIA; ARTICLE; ELECTROCARDIOGRAM; FETUS HEART RATE; FOURIER TRANSFORMATION; HUMAN; HYPOXIA; NOISE; WAVEFORM; ALGORITHM; COMPUTER SIMULATION; ELECTROCARDIOGRAPHY; FACTUAL DATABASE; FEMALE; FETUS MONITORING; FOURIER ANALYSIS; GESTATIONAL AGE; PREGNANCY; PROCEDURES; SIGNAL PROCESSING;

ALGORITHMS; COMPUTER SIMULATION; DATABASES, FACTUAL; ELECTROCARDIOGRAPHY; FEMALE; FETAL MONITORING; FOURIER ANALYSIS; GESTATIONAL AGE; HEART RATE, FETAL; HUMANS; PREGNANCY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 77950217252     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2009.2036597     Document Type: Article

References (30)

1. M. V. Kamath and E. L. Fallen, "Power spectral analysis of heart rate variability: A noninvasive signature of cardiac autonomic function," Crit. Rev. Biomed. Eng., vol.21, no.3, pp. 245-311, 1993.
2. J. P. Lecanuetand and B. Schaal, "Fetal sensory competencies," Eur. J. Obstet. Gynecol. Reprod. Biol., vol.68, no.1-2, pp. 1-23, 1996.
3. M. I. Ibrahimy, F. Ahmed, M. A. H. Ali, and E. Zahedi, "Real time signal processing for fetal heart rate monitoring," IEEE Trans. Biomed. Eng., vol.50, no.2, pp. 258-262, Feb. 2003.
4. G. M. Friesen, T. C. Jannett, M. A. Jadallah, S. L. Yates, S. R. Quint, and H. T. Nagle, "A comparison of the noise sensitivity of nine QRS detection algorithms," IEEE Trans. Biomed. Eng., vol.37, no.1, pp. 85-98, Jan. 1990.
5. G. Camps, M. Martinez, and E. Soria, "Fetal ECG extraction using an FIR neural network," Comput. Cardiol. 2001, vol.28, pp. 249-252, Sep. 2001.
6. P. P. Kanjilal, S. Palit, and G. Saha, "Fetal ECG extraction from singlechannel maternal ECG using singular value decomposition," IEEE Trans. Biomed. Eng., vol.44, no.1, pp. 51-59, Jan. 1997.
7. K. Assaleh and H. Al-Nashash, "A novel technique for the extraction of fetal ECG using polynomial networks," IEEE Trans. Biomed. Eng., vol.52, no.6, pp. 1148-1152, Jun. 2005.
8. M. Richter, T. Schreiber, and D. T. Kaplan, "Fetal ECG extraction with nonlinear state-space projections," IEEE Trans. Biomed. Eng., vol. 45, no. 1, pp. 133-137, Jan. 1998.
9. J. Lee, K. L. Park, and K. J. Lee, "Temporally constrained ICA-based foetal ECG separation," IET Electron. Lett., vol. 41, no. 21, pp. 1158-1160, Oct. 2005.
10. A. Matonia, J. Jezewski,K.Horoba,A.Gacek, and P. Labaj, "The maternal ECG suppression algorithm for efficient extraction of the fetal ecg from abdominal signal," in Proc. IEEE-EMBS2006,New York, Aug., pp. 3106-3109.
11. L. Rabiner, M. Cheng, A. Rosenberg, and C. McGonegal, "A comparative performance study of several pitch detection algorithms," IEEE Trans. Acoust., Speech, Signal Process., vol.ASSP-24, no.5, pp. 399-418, Oct. 1976.
12. K. C. Lai and J. J. Shynk, "A successive cancellation algorithm for fetal heart rate estimation using an intrauterine ECG signal," IEEE Trans. Biomed. Eng., vol.49, no.9, pp. 943-954, Sep. 2002.
13. K. B. Gan, E. Zahedi, and M. A. M. Ali, "Transabdominal fetal heart rate detection using NIR photopleythysmography: Instrumentation and clinical results," IEEE Trans. Biomed. Eng., vol.56, no.8, pp. 2075-2082, Aug. 2009.
14. E. C. Karvounis, M. G. Tsipouras, and D. I. Fotiadis, "Detection of fetal heart rate through 3-D phase space analysis from multivariate abdominal recordings," IEEE Trans. Biomed. Eng., vol.56, no.5, pp. 1394-1406, May 2009.
15. S. M. M. Martens, C. Rabotti, M. Mischi, and R. J. Sluijter, "A robust fetal ECG detection method for abdominal recordings," Physiol. Meas., vol.28, pp. 373-388, 2007.
16. C. H. L. Peters, E. D. M. T. Broeke, P. Andriessen, B. Vermeulen, R. C.M. Berendsen, P. F. F. Wijn, and S. G. Oei, "Beat-to-beat detection of fetal heart rate: Doppler ultrasound cardiotocography compared to direct ECG cardiotocography in time and frequency domain," Physiol. Meas., vol.25, pp. 585-593, 2004.
17. S. Cerutti, G. Baselli, S. Civardi, E. Ferrazzi, A. M. Marconi, M. Pagani, and G. Pardi, "Variability analysis of fetal heart rate signals as obtained from abdominal electrocardiographic recordings," J. Perinat. Med., vol.14, no.6, pp. 445-452, 1986.
18. I. Sahin and N. Yilmazer, "A least square DFT method for sub-sample fetal heart rate estimation under noisy conditions," in Proc. 30th Annu. Int. Conf. IEEE Eng. Med. Biol. 2008, Vancouver, BC, Canada, Aug. 20-24, pp. 4399-4402.
19. I. Sahin and N. Yilmazer, "Fetal heart rate estimation by fitting half-wave rectified cosine functions to power spectra of fetal ECG waveforms," presented at the Conf. Inf. Sci. Syst. 2009, Baltimore, MD, Mar. 18-20.
20. M. A. Simaan, "Frequency alignment of discrete-time signals," IEEE Trans. Acoust., Speech, Signal Process., vol.ASSP-32, no.3, pp. 656-659, Jun. 1984.
21. M. A. Simaan, "A frequency domain method for time-shift estimation and alignment of seismic signals," IEEE Trans. Geosci. Remote Sens., vol.GRS-23, no.2, pp. 132-138, Mar. 1985.
22. A. M. Noll, "Cepstrum pitch determination," J. Acoust. Soc. Amer., vol.41, no.2, pp. 292-309, 1967.
23. M. J. Ross, H. L. Shaffer, A. Cohen, R. Freudberg, and H. J. Manley, "Average magnitude difference function pitch extractor," IEEE Trans. Acoust., Speech, Signal Process., vol.23, no.5, pp. 353-362, Oct. 1974.
24. L. R. Rabiner, M. J. Cheng, A. E. Rosenberg, and C. A McGonegal, "A comparative performance study of several pitch detection algorithms," IEEE Trans. Acoust., Speech, Signal Process., vol.ASSP-24, no.5, pp. 399-418, Jul. 1976.
25. L. R. Rabiner and B. Gold, Theory and Application of Digital Signal Processing. Englewood Cliffs, NJ: Prentice-Hall, 1975.
26. A. L. Goldberger, L. A. N. Amaral, L. Glass, J. M. Hausdorff, P. C. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C. K. Peng, and H. E. Stanley, "PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals," Circulation, vol.101, no.23, pp. e215-e220, 2000.
27. B. Widrow and S. Stearns, Adaptive Signal Processing. Englewood Cliffs, NJ: Prentice-Hall, 1985.
28. S. Haykin, Adaptive Filter Theory, 4th ed. Englewood Cliffs, NJ: Prentice-Hall, 1996.
29. A. H. Sayed, Fundamentals of Adaptive Filtering. New York: Wiley, 2003.
30. R. Sameni, G. D. Clifford, C. Jutten, and M. B. Shamsollahi, "Multichannel ECG and noise modeling: Application to maternal and fetal ECG signals," EURASIP J. Adv. Signal Process., vol.2007, pp. 1-14, 2007 (Article ID 43407). DOI:10.1155/2007/43407. (Pubitemid 46410535)