A passive DSP approach to fetal movement detection for monitoring fetal health

Fetal movement can help clinicians understand fetal functional development. Active methods for fetal monitoring such as ultrasound are expensive and there are objections to their long term usage. This paper presents a passive approach for fetal monitoring which uses solid state accelerometers placed on the mother's abdomen for the collection of fetal movements. The proposed fetal movement detection is based on the root-mean-square (RMS) of time series. The detection performance is evaluated against real-time ultrasound imaging. A good detection rate of 80% and a positive predictive value of 77% were achieved based on the analysis of 4 subjects. Time-frequency (TF) analysis of fetal movement signals, using a number of quadratic TF distributions, has shown that some fetal movements are spectrally characterized by nonstationary and nonlinear behavior and that fetal activity is generally below 20 Hz. More data are needed for further TF analysis and future detections will depend on the outcome of this analysis.

[1]  Mostefa Mesbah,et al.  Accelerometer-based fetal movement detection , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[2]  Chun-Shin Hahn,et al.  What does fetal movement predict about behavior during the first two years of life? , 2002, Developmental psychobiology.

[3]  Kazuo Maeda Quantitative studies on fetal actocardiogram. , 2005, Croatian medical journal.

[4]  W. Rayburn,et al.  Fetal Movement Monitoring , 1995, Clinical obstetrics and gynecology.

[5]  Y. Yamakoshi,et al.  Measurement of fetal movements using multichannel ultrasound pulsed Doppler: Autorecognition of fetal movements by maximum entropy method , 2006, Medical & Biological Engineering & Computing.

[6]  S Campbell,et al.  Maternal perception of fetal motor activity. , 1979, British medical journal.

[7]  Valery Naranjo,et al.  Removing interference components in time-frequency representations using morphological operators , 2011, J. Vis. Commun. Image Represent..

[8]  T. Moore,et al.  A prospective evaluation of fetal movement screening to reduce the incidence of antepartum fetal death. , 1989, American journal of obstetrics and gynecology.

[9]  C. East,et al.  Maternal perception of foetal movement compared with movement detected by real‐time ultrasound: An exploratory study , 2010, The Australian & New Zealand journal of obstetrics & gynaecology.

[10]  Susan E. Callan,et al.  Maternal Perception of Foetal Movement Compared With Movement Detected By Real-Time Ultrasound: An Exploratory Study , 2010 .

[11]  Z. Alfirevic,et al.  Antenatal cardiotocography for fetal assessment. , 2012, The Cochrane database of systematic reviews.

[12]  Stéphane Mallat,et al.  Matching pursuits with time-frequency dictionaries , 1993, IEEE Trans. Signal Process..

[13]  Boualem Boashash,et al.  Estimating and interpreting the instantaneous frequency of a signal. I. Fundamentals , 1992, Proc. IEEE.

[14]  H. G. Goovaerts,et al.  A comparative clinical study of fetal phono- and movement-sensors from Amsterdam, Cambridge and Edinburgh. , 1991, Journal of biomedical engineering.

[15]  J. Ellenberg,et al.  Antecedents of cerebral palsy. Multivariate analysis of risk. , 1986, The New England journal of medicine.

[16]  B. Boashash,et al.  Accurate and efficient implementation of the time-frequency matched filter , 2010 .

[17]  J. D. de Vries,et al.  The emergence of fetal behaviour. I. Qualitative aspects. , 1982, Early human development.

[18]  Anette G. Olesen,et al.  Decreased fetal movements: background, assessment, and clinical management , 2004, Acta obstetricia et gynecologica Scandinavica.