Key result
A proposed method combining EMD techniques and PCA separated the fetal heart rates of first and second twin fetuses from maternal ECG with accuracies of 93.3% and 91.1%, respectively.
A novel signal processing method combining EMD techniques and PCA can accurately separate twin fetal heart rates from maternal ECG signals.
May facilitate noninvasive twin fetal monitoring; leaves open prospective clinical validation before adoption.
In this study, by using a combination of standard Empirical Mode Decomposition (EMD), Ensembling Empirical Mode Decomposition (EEMD), Completing Empirical Mode Decomposition (CEMD) and Principal Component Analysis (PCA), a new method was introduced to separate twin fetal heart rate (FHR) from maternal ECG. The data which were the results of modeling fetal and maternal ECG which be longed to 10 mothers with a sampling frequency of 250[Formula: see text]Hz. In this method, first R-wave of maternal ECG was determined, and then maternal QRS is removed. Further, to clarify these changes and increase resistance to environmental noises, PCA was used. In the next step, all FHRs related to twin fetuses were extracted from signals. Ensemble Empirical Mode Decomposition with Adaptive Noise (CEEMDAN) was used for denoising. By using the proposed method for noise with an amplitude of over 10 dB, the FHR of the first and second (if any) fetuses were separated from maternal ECG with an accuracy of 93.3% and 91.1% respectively. The goal was to improve signal processing dimensions of fetal ECG and provides deeper insight about this issue using EEMD technique. It was tested on a twin fetus with the results suggesting its effectiveness even with increased number of fetuses with slight modifications.
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Salmanvandi et al. (2017) studied Twin pregnancy (n=10). Combination of standard EMD, EEMD, CEMD, PCA, and CEEMDAN was evaluated on Accuracy of separating fetal heart rate from maternal ECG. A proposed method combining EMD techniques and PCA separated the fetal heart rates of first and second twin fetuses from maternal ECG with accuracies of 93.3% and 91.1%, respectively.
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