DocumentCode
3432357
Title
A passive DSP approach to fetal movement detection for monitoring fetal health
Author
Khlif, Mohamed Salah H ; Boashash, Boualem ; Layeghy, Siamak ; Ben-Jabeur, Taoufik ; Colditz, Paul B. ; East, Christine
Author_Institution
UQ Centre for Clinical Res., Univ. of Queensland, Herston, QLD, Australia
fYear
2012
fDate
2-5 July 2012
Firstpage
71
Lastpage
76
Abstract
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.
Keywords
accelerometers; health care; medical signal processing; patient monitoring; time series; abdomen; fetal functional development; fetal health monitoring; fetal movement detection; nonlinear behavior; nonstationary behavior; passive DSP approach; quadratic TF distribution; root-mean-square; solid state accelerometer; time series; time-frequency analysis; Acceleration; Accelerometers; Detectors; Monitoring; Time frequency analysis; Ultrasonic imaging; Accelerometer; detection; fetal movement; quadratic TFD; time-frequency analysis;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location
Montreal, QC
Print_ISBN
978-1-4673-0381-1
Electronic_ISBN
978-1-4673-0380-4
Type
conf
DOI
10.1109/ISSPA.2012.6310647
Filename
6310647
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