74
Views
5
CrossRef citations to date
0
Altmetric
Innovation

Foetal phonocardiographic signal denoising based on non-negative matrix factorization

, , &
Pages 57-66 | Received 25 Dec 2010, Accepted 03 Nov 2011, Published online: 03 Dec 2011

References

  • Villar, J., Ba’aqeel, H., Piaggio, G., Lumbiganon, P., Miguel Belizán, J., Farnot, U., Al-Mazrou, Y., Carroli, G., Pinol, A., Donner, A., Langer, A., Nigenda, G., Mugford, M., Fox-Rushby, J., Hutton G., Bergsjø, P., Bakketeig, L., Berendes, H., Garcia, J. 2001, WHO antenatal care randomized trial for the evaluation of a new model of routine antenatal care. The Lancet, 357 (9268), 1551–1564.
  • 1995, Fetal heart rate patterns: monitoring, interpretation, and management. ACOG technical bulletin no. 207. Washington, D.C. International Journal of Gynaecology and Obstetrics, 51, 65–74.
  • Goodwin, T.M., Montoro, M.N., Muderspach, L., Paulson, R., and Roy, S., 2010, Management of Common Problems in Obstetrics and Gynaecology, 5th edn (Wiley-Blackwell, Singapore).
  • Brunet, J.P., Tamayo, P., Golub, T.R., and Mesirov, J.P., 2004, Metagenes and molecular pattern discovery using matrix factorization. Proceedings of the National Academy of Sciences. 101, 4164–4169.
  • Smith, J.F. Jr, 2008, Fetal health assessment using prenatal diagnostic techniques, Current Opinion in Obstetrics & Gynaecology, 20, 152–156.
  • Haverkamp, A.D., Thompson, H.E., McFee, J.G., Cetrulo, C. 1976, The evaluation of continuous fetal heart rate monitoring in high risk pregnancy. American Journal of Obstetrics and Gynecology, 125, 310–320.
  • Chourasia, V.S., and Tiwari, A.K., 2008, A review and comparative analysis of recent advancements in fetal monitoring techniques. Critical Reviews in Biomedical Engineering, 36, 335–373.
  • Kosa, E., Horvath, Cs., Kersner, N., Kadar, K., Kovacs, F., Torok, M., and Hosszu, G., 2008, Experiences with fetal phonocardiographic telemonitoring and future possibilities. 30th Annual International Conference of the IEEE on Engineering in Medicine and Biology Society, 20–25 Aug. 2008, pp. 5859–5862, Vancouver, BC.
  • Moghavvemi, M., Tan, B.H., and Tan, S.Y., 2003, A non-invasive PC-based measurement of fetal phonocardiography. Sensors and Actuators A, 107, 96–103.
  • Durand, L.G., and Pibarot, P., 1995, Digital signal processing of the phonocardiogram: review of the most recent advancements. Critical Reviews in Biomedical Engineering, 23, 163–219.
  • Várady, P., Wildt, L., Benyó, Z., and Hein, A., 2003, An advanced method in fetal phonocardiography. Computer Methods and Programs in Biomedicine, 71, 283–296.
  • Colley, N., Talbert, D.G., and Southall, D.P., 1986, Biophysical profile in the fetus from a phonographic sensor. European Journal of Obstetrics & Gynecology and Reproductive Biology, 23, 261–266.
  • Várady, P., 2001, Wavelet-based adaptive denoising of phonocardiographic records. Proceedings of the 23rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2, 1846–1849.
  • Jianfeng, C., Phua, K., Ying S., Shue, L. 2006, Fetal heart signal monitoring with confidence factor. IEEE International Conference on Multimedia and Expo, 9–12 July, pp. 1937–1940.
  • Mittra, A.K., Shukla, A., and Zadgaonkar, A.S., 2007, System simulation and comparative analysis of foetal heart sound de-noising techniques for advanced phonocardiography. International Journal of Biomedical Engineering and Technology, 1, 73–85.
  • Tosanguan, Baltimore, MD, T., Dickinson, R.J., and Drakakis, E.M., 2008, Modified spectral subtraction for de-noising heart sounds: interference suppression via spectral comparison. Biomedical Circuits and Systems Conference, Baltimore MD, 20–22 November 2008, pp. 29–32.
  • Moraru, L., Sameni, R., Schneider, U., Jutten, C., Haueisen, J., and Hoyer, D., 2009, Identification of fetal auditory evoked cortical responses using a denoising method based on periodic component analysis. 4th European Conference of the International Federation for Medical and Biological Engineering, IFMBE Proceedings, 22, 1390–1393.
  • Chourasia, V.S., and Mittra, A.K., 2010, Wavelet-based de-noising of fetal phonocardiographic signals. International Journal of Medical Engineering and Informatics, 2, 139–150.
  • Paatero, P., and Tapper, U., 1997, Least squares formulation of robust nonnegative factor analysis. Chemometrics Intelligent Laboratory Systems, 37, 23–35.
  • Lee, D.D., and Seung, H.S., 1999, Learning the parts of objects by nonnegative matrix factorization. Nature, 401, 788–791.
  • Cooper, M., and Foote, J., 2002, Summarizing video using non-negative similarity matrix factorization. Proceedings of IEEE Workshop on Multimedia Signal Processing, 25–28.
  • Feng, T., Li, S.Z., Shum, H.Y., and Zhang, H.J., 2002, Local non-negative matrix factorization as a visual representation. The 2nd International Conference on Development and Learning, 9-11 Dec. 2002, FX Palo Alto Lab., CA, USA, 178–183.
  • Liu, W., Zheng, N., and Lu, X., 2003, Non-negative matrix factorization for visual coding. IEEE International Conference on Acoustic, Speech and Signal Processing, 3, 293–296.
  • Xu, B.W., Lu, J.J., and Huang, G.S., 2003, A constrained non-negative matrix factorization in information retrieval. IEEE International Conference on Information Reuse and Integration, 273–277.
  • Xu, W., Liu, X., and Gong, Y., 2003, Document clustering based on non-negative matrix factorization. Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 267–273.
  • Cho, Y.C., and Choi, S., 2005, Nonnegative features of spectro-temporal sounds for classification. Pattern Recognition Letters, 26, 1327–1336.
  • Shahnaz, F., Berry, M., Pauca, P., and Plemmons, R., 2006, Document clustering using nonnegative matrix factorization. Information Processing and Management, 42, 373–386.
  • Lee, D.D., and Seung, H.S., 2001, Algorithms for non-negative matrix factorization. Advances in Neural Information Processing Systems, 13, 556–562.
  • Hoyer, P.O., 2004, Non-negative matrix factorization with sparseness constraints. Journal of Machine Learning and Research, 5, 1457–1469.
  • Cichocki, A., Zdunek, R., and Amari, S., 2006, Csiszar’s divergences for nonnegative matrix factorization: family of new algorithms. Springer Lecture Notes in Computing Science, 3889, 32–39.
  • Obaidat, M.S., 1993, Phonocardiogram signal analysis: techniques and performance comparison. Journal of Medical Engineering and Technology, 17, 221–227.
  • Zuckerwar, A.J., Pretlow, R.A., Stoughton, J.W., and Baker, D.A., 1993, Development of a piezopolymer pressure sensor for a portable fetal heart rate monitor. IEEE Transactions on Biomedical Engineering, 40, 963–969.
  • Chourasia, V.S., and Tiwari, A.K., 2010, Wireless data acquisition for fetal phonographic signals using Bluetooth. International Journal of Computers in Healthcare, Oct; in press.
  • Raskovic, D., Martin, T., and Jovanov, E., 2004, Medical monitoring applications for wearable computing. The Computer Journal, 47, 495–504.
  • Chourasia, V.S., and Tiwari, A.K., 2009, Development of a signal simulation module for testing of phonocardiography based prenatal monitoring systems. Proceedings of 5th Annual conf of the IEEE (INDICON 2009), Ahmedabad, 18–20 December 2009, pp. 1–4.
  • Roman, N., Wang, D.L., and Brown, G.J., 2003, Speech segregation based on sound localization. Journal of the Acoustical Society of America, 114, 2236–2252.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.