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Automated detection of fetal movements in Doppler ultrasound signals versus maternal perception

Treść / Zawartość
Identyfikatory
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
Analysis of movement activity is important since it enables detection of nonreactive fetal heart rate recordings. The aim of the study was to develop an algorithm for automated detection of the fetal movement activity (actogram), based on analysis of the Doppler ultrasound signal, and to evaluate a reliability of the actogram as a source of information about the fetal movements. Bandpass filtering (20-80 Hz) was used to separate the actogram signal describing the fetal movement activity. Simultaneously there were recorded the markers of fetal movements perceived by mother, being the reference information. For the determination of the binary actogram, the authors proposed an algorithm in which the classification threshold was estimated at the beginning of each recording and was adaptively modified during its duration. The algorithm ensured detection of up to 89% of movement episodes corresponding to movements perceived by mother. At the same time almost as high number of episodes not related to the reference information was recognized. Obtained results revealed that the automated analysis of fetal movements is characterized by much higher sensitivity of movement episode detection compared to the maternal perception.
Rocznik
Tom
Strony
43--50
Opis fizyczny
Bibliogr. 16 poz., rys., tab., wykr.
Twórcy
autor
  • Institute of Medical Technology and Equipment ITAM, Roosevelt Str. 118, 41-800 Zabrze, Poland
autor
  • Institute of Medical Technology and Equipment ITAM, Roosevelt Str. 118, 41-800 Zabrze, Poland
autor
  • Institute of Medical Technology and Equipment ITAM, Roosevelt Str. 118, 41-800 Zabrze, Poland
autor
  • Institute of Medical Technology and Equipment ITAM, Roosevelt Str. 118, 41-800 Zabrze, Poland
autor
  • Institute of Medical Technology and Equipment ITAM, Roosevelt Str. 118, 41-800 Zabrze, Poland
autor
  • Institute of Medical Technology and Equipment ITAM, Roosevelt Str. 118, 41-800 Zabrze, Poland
Bibliografia
  • [1] JEZEWSKI J., MATONIA A., KUPKA T., et al., Determination of the fetal heart rate from abdominal signals: evaluation of beat-to-beat accuracy in relation to the direct fetal electrocardiogram. Biomedical Engineering Biomedizinische Technik, 2012, Vol. 57(5), pp. 383-394.
  • [2] JEZEWSKI J., ROJ D., WROBEL J., HOROBA K., A novel technique for fetal heart rate estimation from Doppler ultrasound signal, Biomedical Engineering Online, Vol. 10, Article no 92, Published October 14 2011, doi:10.1186/1475-925X-10-92/.
  • [3] JEZEWSKI J., WROBEL J., HOROBA K., Comparison of Doppler ultrasound and direct electrocardiography acquisition techniques for quantification of fetal heart variability, IEEE Trans. Biomed. Eng., 2006, Vol. 53, pp. 855-864.
  • [4] JEZEWSKI J., WROBEL J., HOROBA K., et al., Computerized perinatal database for retrospective qualitative assessment of cardiotocographic traces, in Proc. Healthcare Computing Conference HC96, in Current Perspectives in Healthcare Computing, Editor: B. Richards, BJHC Ltd, Great Britain, 1996, pp. 187-196.
  • [5] JEZEWSKI J., WROBEL J., HOROBA K., et al., Fetal heart rate variability: clinical experts versus computerized system interpretation. Proc. 24th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Huston, Oct 2002, pp. 1617-1618.
  • [6] JOHNSON TR., JORDAN ET., PAINE LL., Doppler recordings of fetal movement: II. Comparison with maternal perception, Obstet Gynecol, 1990, Vol 76, pp. 42-43.
  • [7] KUPKA T., JEZEWSKI J., MATONIA A., et al., Timing events in Doppler ultrasound signal of fetal heart activity, Proc. 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, San Francisco, Sep 2004, pp. 337-340.
  • [8] LEE CS., MASEK M., LAM CP., TAN KT., Towards Higher Accuracy and Better Noise-Tolerance for Fetal Heart Rate Monitoring using Doppler Ultrasound, TENCON, 2009, pp. 1-6.
  • [9] LOWERY CL., RUSSELL WA., BAGGOT PJ., WILSON JD., WALLS RC., BENTZ LS., MURPHY P., Time quantified detection of fetal movements using a new fetal movement algorithm, Am. J. Perinatol., 1997, Vol 14, 1, pp. 7-12.
  • [10] LOWERY CL., RUSSELL WA., WILSON JD., WALLS RC., MURPHY P., Time-quantified fetal movements detection with two-transducer data fusion, Am. J. Obstet Gynecol., 1995, Vol. 172, pp. 1756-1764.
  • [11] MAEDA K., Computerized analysis of cardiotocograms and fetal movements., Bailliere’s. Clin. Obstet. Gynaecol., 1990 Vol. 4, pp. 797-813.
  • [12] MAEDA K., Quantitative Analysis of Fetal Actocardiogram: Update J Health Med Informat, 2013, Vol. 4(4), http://dx.doi.org/10.4172/2157-7420.1000140.
  • [13] MAEDA K., TATSAMURA M., NAKAJIMA K., IDA T., NAGATA N., MINAGAWA Y.: The ultrasonic Doppler fetal actocardiogram and its computer processing, J. Perinat. Med., 1988, 16, pp. 327.
  • [14] MARZBANRAD F., KIMURA Y., FUNAMOTO K., SUGIBAYASHI R., ENDO M., ITO Takuya, PALANISWAMI M., KHANDOKER AH., Automated Estimation of Fetal Cardiac Timing Events From Doppler Ultrasound Signal Using Hybrid Models, IEEE Journal of Biomedical and Health Informatics, 2014, Vol. 18(4), pp. 1169-1177.
  • [15] VOICU I., GIRAULT JM., ROUSSEL C., DECOCK A., KOUAME D., Robust estimation of fetal heart rate from US Doppler signals, Physics Procedia, 2010, Vol. 3, pp. 691-699.
  • [16] WHEELER T., ROBERTS K., PETERS J., MURRILS A., Detection of fetal movement using Doppler ultrasound, Obstetrics and Gynecology, 1987, Vol 70, 2, pp. 251-254.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-07857762-c9b3-48b8-8793-91bca3045a2a
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