Title :
Fetal QRS detection and RR interval measurement in noninvasively registered abdominal ECGs
Author :
Maier, Christian ; Dickhaus, H.
Author_Institution :
Heidelberg Univ. Hosp., Heidelberg, Germany
Abstract :
In the context of the CinC-challenge 2013 we present a method for fetal QRS detection in abdominal ECG recordings. Maternal ECG attenuation is based on PQSRT template subtraction and subsequent elimination of the first three principal components. Fetal QRS detection follows a matched filtering approach with an impulse-train filter and a second filter with complementary impulse response. The interspacing of the impulses corresponds to putative fetal RR intervals and is systematically varied, where the relation of both filter outputs permits assessment of the signal-to-noise ratio. In epochs of 1s duration, we use this information to dynamically combine information from an arbitrary number of abdominal channels into a virtual channel, and estimate the local RR interval and initial fetal QRS positions. In a final step these candidate positions are refined using a dynamic programming approach with constraints on SNR, signal amplitude and continuity of RR intervals. In the test set of 100 4-channel recordings (60s, 1 kHz), we observed good detection accuracy up to moderate SNRs, with an overall RMS-error of 9.35 ms versus reference RR-intervals from scalp recordings.
Keywords :
dynamic programming; electrocardiography; matched filters; medical signal detection; obstetrics; principal component analysis; 4-channel recordings; CinC-challenge 2013; PQSRT template subtraction; RR interval continuity; RR interval measurement; abdominal ECG recordings; abdominal channels; complementary impulse response; detection accuracy; dynamic programming approach; epochs; fetal QRS detection; filter output; frequency 1 kHz; impulse interspacing; impulse-train filter; initial fetal QRS positions; local RR interval; matched filtering approach; maternal ECG attenuation; moderate SNR; noninvasively registered abdominal ECG; overall RMS-error; principal components; putative fetal RR intervals; reference RR-intervals; scalp recordings; signal amplitude; signal-to-noise ratio; subsequent elimination; time 1 s; time 60 s; virtual channel; Abstracts; Delays; Electrocardiography; Face; Signal to noise ratio;
Conference_Titel :
Computing in Cardiology Conference (CinC), 2013
Conference_Location :
Zaragoza
Print_ISBN :
978-1-4799-0884-4