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Proceedings ArticleDOI

Analysis of uterine electromyography signals in preterm condition using multifractal algorithm

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TLDR
It appears that the multifractal features can help in the assessment of uterine EMG signals for preterm detection.
Abstract
In this work, an attempt has been made to analyze the preterm (gestation period $\leq 37$ weeks) condition using uterine electromyography (EMG) signals and multifractal detrended fluctuation analysis (MFDFA). The signals recorded from the electrodes placed on the surface of abdomen are used for this study and these are obtained from a publically available online database. These signals are preprocessed using 4-pole digital Butterworth filter. The preprocessed signals are subjected to MFDFA to extract multifractal features namely maximum singularity exponent, peak singularity exponent, strength of multifractality and exponent index. Generalized Hurst exponent extracted from the signals indicate that uterine EMG signals show multifractal behavior in preterm condition. Among the extracted features the coefficient of variation is found to be lower for peak singularity exponent. This indicates that this feature have lower inter-subject variability. Hence, it appears that the multifractal features can help in the assessment of uterine EMG signals for preterm detection.

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Proceedings ArticleDOI

Multifractal Analysis of Term and Preterm Uterine EMG Signals Using Wavelet Leaders

TL;DR: It appears that these multifractal features of uterine Electromyography signals can help in investigating the progressive changes in uterine muscle contractions during pregnancy and differentiates term and preterm conditions at an early stage.
References
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Journal ArticleDOI

Multifractal Detrended Fluctuation Analysis of Nonstationary Time Series

TL;DR: In this article, the authors developed a method for the multifractal characterization of nonstationary time series, which is based on a generalization of the detrended fluctuation analysis (DFA).
Journal ArticleDOI

Global, regional, and national causes of under-5 mortality in 2000–15: an updated systematic analysis with implications for the Sustainable Development Goals

TL;DR: The annual estimates of child mortality by cause to 2000–15 are updated to reflect on progress toward the MDG 4 and consider implications for the Sustainable Development Goals (SDG) target for child survival.
Journal ArticleDOI

Introduction to Multifractal Detrended Fluctuation Analysis in Matlab

TL;DR: The main aim of the tutorial is to give the reader a simple self-sustained guide to the implementation of MFDFA and interpretation of the resulting multifractal spectra.
Journal ArticleDOI

A comparison of various linear and non-linear signal processing techniques to separate uterine EMG records of term and pre-term delivery groups

TL;DR: Various linear and non-linear signal-processing techniques were applied to three-channel uterine EMG records to separate term and pre-term deliveries, showing noticeable differences between term delivery records recorded before and after the 26th week.
Journal ArticleDOI

Better Pregnancy Monitoring Using Nonlinear Correlation Analysis of External Uterine Electromyography

TL;DR: It is concluded that the analysis of the propagation of the uterine electrical activity using the nonlinear correlation coefficient h2 is a promising way of improving the usefulness of uterine EMG signals for clinical purposes, such as monitoring in pregnancy, labor detection, and prediction of preterm labor.
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