Title :
Fetal Electrocardiogram Extraction by Local Projections in Embedding Spaces
Author :
Ren, Mingrong ; Wang, Chen ; Wang, Pu ; Fang, Bin
Author_Institution :
Sch. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing
Abstract :
Because the difference among mother electrocardiogram (MECG)´ attractors, fetal ECG (FECG)psilas and other noise´s, a local linear projection technique is presented for extraction FECG from an abdominal ECG recording of a pregnant woman. The basic idea of the technique is the identification of the hyperplane containing the FECG signal and projection the noisy data onto this manifold. Visual test results obtained from mimic and real ECG signals show that the proposed algorithm is capable of reliably extracting the FECG from one lead only. Also its performance is compared to Widrowpsilas multi-reference adaptive filtering method. The experimental outcome demonstrates the power of the technique in this important biomedical application.
Keywords :
electrocardiography; feature extraction; medical signal processing; obstetrics; abdominal ECG recording; embedding space; fetal electrocardiogram signal extraction; hyperplane identification; local linear projection technique; local projection; pregnant woman; Adaptive filters; Contamination; Data mining; Electrocardiography; Fetus; Independent component analysis; Noise reduction; Pregnancy; Space technology; State-space methods;
Conference_Titel :
Computational Intelligence and Industrial Application, 2008. PACIIA '08. Pacific-Asia Workshop on
Conference_Location :
Wuhan
Print_ISBN :
978-0-7695-3490-9
DOI :
10.1109/PACIIA.2008.86