Title :
Suppression of motion artifacts in optical action potential records by independent component analysis
Author :
Janousek, Oto ; Kolarova, Jana ; Ronzhina, Marina ; Novakova, Marie ; Krishnan, Sridhar
Author_Institution :
Dept. of Biomed. Eng., Brno Univ. of Technol., Brno, Czech Republic
Abstract :
Optical signals reflect electrical changes in the heart; however, the presence of motion artifact (MA) complicates the evaluation. Possibility of MA suppression by independent component analysis (ICA) method is presented in this article with an analysis of ICA efficiency and its limitations. Suppression of MA by ICA method was compared with results obtained by state-of-the-art signal processing method, the ratio method. Based on this comparison, the ICA was found as highly precise and useful method for motion artifact removal. ICA seems to be a promising tool for analysis of optical signals recorded from the heart surface.
Keywords :
bio-optics; bioelectric potentials; cardiology; independent component analysis; medical signal processing; electrical changes; heart surface; independent component analysis; motion artifact removal; motion artifact suppression; optical action potential records; optical signal recording; ratio method; state-of-the-art signal processing method; Heart; Integrated optics; Optical recording; Optical reflection; Optical sensors; Optical signal processing; Stimulated emission;
Conference_Titel :
Computing in Cardiology (CinC), 2012
Conference_Location :
Krakow
Print_ISBN :
978-1-4673-2076-4