Sparse Representation for Fetal QRS Detection in Abdominal ECG Recordings

被引:0
作者
Da Poian, Giulia [1 ]
Bernardini, Riccardo [1 ]
Rinaldo, Roberto [1 ]
机构
[1] Univ Udine, Dept Elect Management & Mech Engn, Via Sci 206, I-33100 Udine, Italy
来源
2015 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB) | 2015年
关键词
Non-invasive Fetal ECG; Fetal QRS detection; Sparse Representation; HEART-RATE; EXTRACTION;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this work, we consider the problem of detection of fetal heart beats from abdominal, non-invasive mixture recordings. We propose a new method for the separation of maternal and fetal beats based on the sparse decomposition in an over-complete dictionary of Gaussian-like functions. To increase the detection capability, we also use Independent Component Analysis (ICA) after maternal template subtraction. We show that the proposed detection method can be applied on the original mixture with a sensitivity close to 95%. Moreover, our method may be used also for single channel abdominal ECG signals, and also used in real-time applications.
引用
收藏
页数:4
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