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Fetal heart rate extraction from abdominal electrocardiograms through multivariate empirical mode decomposition
Praveen Gupta1, K K Sharma2, S D Joshi3
1Senior Lecturer in the Department of Electronics Engineering at Government Polytechnic College, Jaipur, India.
Computers in Biology and Medicine
|December 10, 2015
Summary
This study introduces a new method using multivariate empirical mode decomposition to extract fetal heart rate (FHR) from abdominal ECG recordings. The technique accurately identifies FHR signals, improving fetal well-being assessment in high-risk pregnancies.
Area of Science:
- Biomedical Engineering
- Signal Processing
- Maternal-Fetal Medicine
Background:
- Fetal heart rate (FHR) and variability (fHRV) are crucial for assessing fetal well-being, especially in high-risk pregnancies.
- Abdominal electrocardiogram (abdECG) offers a non-invasive approach to capture fetal electrocardiograms.
Purpose of the Study:
- To propose and validate a novel methodology for extracting FHR from abdECG recordings.
- To utilize the multivariate empirical mode decomposition (MEMD) technique for improved FHR signal extraction.
Main Methods:
- Applied MEMD to decompose abdECG signals into intrinsic mode functions (IMFs).
- Developed a channel selection and denoising strategy based on IMF analysis.
- Implemented a wavelet-based approach for fetal R-peak detection after removing maternal QRS complexes.
Main Results:
- The proposed methodology successfully extracted FHR signals from abdECG recordings.
- Achieved a high cross-correlation value of 0.983 between detected and true FHR signals.
- Demonstrated effective noise reduction and maternal signal elimination.
Conclusions:
- The MEMD-based technique provides an accurate and reliable method for FHR extraction from abdECG.
- This approach enhances the assessment of fetal well-being in clinical settings.
- The validated methodology shows significant potential for non-invasive fetal monitoring.
Keywords:
Abdominal electrocardiogramsFetal heart rateFetal scalp electrodeMultivariate empirical mode decompositionWaveletMore Related Videos
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