DocumentCode :
1971954
Title :
Synthetic database for testing algorithms of fetal ECG extraction from abdominal ECG
Author :
Alvarez, Luis Omar Sarmiento ; González, Alberto ; Millet, José
Author_Institution :
Fac. Ing. de Telecomun., Univ. Santo Tomas, Bucaramanga, Colombia
fYear :
2012
fDate :
12-14 Sept. 2012
Firstpage :
56
Lastpage :
61
Abstract :
The fetal electrocardiogram can be obtained from abdominal electrocardiogram using standard digital signal processing. The algorithms designed for this purpose cannot be evaluated by performance index, since the fetal electrocardiogram is not known a priori. In this paper we review the different models to generate synthetic or semi-synthetic databases, and the performance index to evaluate algorithms. We describe the development of a semi-synthetic database to measure the performance of the jadeR algorithm and PCA algorithm, before different combinations of signal to interference and signal to noise, with Gaussian white noise and pink noise. It is found that both algorithms are susceptible to noise, especially Gaussian white noise. The PCA algorithm has a better performance in cases of low noise and high maternal interference.
Keywords :
Gaussian noise; database management systems; electrocardiography; feature extraction; interference (signal); medical signal processing; obstetrics; principal component analysis; white noise; Gaussian white noise; PCA algorithm; abdominal ECG; abdominal electrocardiogram; fetal ECG extraction; fetal electrocardiogram; jadeR algorithm; low noise interference; performance measure; pink noise; semisynthetic databases; standard digital signal processing; synthetic database; testing algorithms; Biological system modeling; Databases; Electrocardiography; Irrigation; Principal component analysis; Signal processing algorithms; Signal to noise ratio; PCA; SER; SIR; abdominal ECG; fetal ECG; jadeR; synthetic database;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image, Signal Processing, and Artificial Vision (STSIVA), 2012 XVII Symposium of
Conference_Location :
Antioquia
Print_ISBN :
978-1-4673-2759-6
Type :
conf
DOI :
10.1109/STSIVA.2012.6340557
Filename :
6340557
Link To Document :
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