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On the interpretation of the independent components underlying the abdominal phonogram: a study of their physiological relevance
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Jiménez-González, A. and James, Christopher J. (2012) On the interpretation of the independent components underlying the abdominal phonogram: a study of their physiological relevance. Physiological Measurement, Vol.33 (No.2). pp. 297-314. doi:10.1088/0967-3334/33/2/297 ISSN 0967-3334.
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Official URL: http://dx.doi.org/10.1088/0967-3334/33/2/297
Abstract
Recorded by positioning a sensitive acoustic sensor over the maternal womb, the abdominal phonogram is a signal that contains valuable information for foetal surveillance (e.g. heart rate), which is hidden by maternal and environmental sources. To recover such information, previous work used single-channel independent component analysis (SCICA) to separate the abdominal phonogram into statistically independent components (ICs) that, once acquired, must be objectively associated with the real sources underlying the abdominal phonogram—either physiological or environmental. This is a typical challenge for blind source separation methodologies and requires further research on the signals of interest to find a suitable solution. Here, we have conducted a joint study on 75 sets of ICs by means of statistical, spectral, complexity and time-structure analysis methods. As a result, valuable and consistent characteristics of the components separated from the abdominal phonogram by SCICA have been revealed: (1) the ICs are spectrally disjoint and sorted according to their frequency content, (2) only the ICs with lower frequency content present strong regular patterns and (3) such regular patterns are driven by well-known physiological processes given by the maternal breathing rate, the maternal heart rate and the foetal heart rate. This information was so promising that it has been used in current work for automatic classification of ICs and recovery of the traces of the physiological sources underlying the abdominal phonogram. Future work will look for the extraction of information useful for surveillance (e.g. heart rate), not only about foetal well-being, but also about maternal condition.
Item Type: | Journal Article | ||||
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Divisions: | Faculty of Science, Engineering and Medicine > Engineering > WMG (Formerly the Warwick Manufacturing Group) | ||||
Journal or Publication Title: | Physiological Measurement | ||||
Publisher: | IOP Publishing | ||||
ISSN: | 0967-3334 | ||||
Official Date: | February 2012 | ||||
Dates: |
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Volume: | Vol.33 | ||||
Number: | No.2 | ||||
Page Range: | pp. 297-314 | ||||
DOI: | 10.1088/0967-3334/33/2/297 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access |
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