DocumentCode
3024575
Title
Non-linear filter based outer product expansion with reference signal for EEG analysis
Author
Itai, Akitoshi ; Funase, Arao ; Cichocki, Andrzej ; Yasukawa, Hiroshi
Author_Institution
Chubu Univ., Kasugai, Japan
fYear
2012
fDate
20-23 May 2012
Firstpage
345
Lastpage
348
Abstract
This paper addresses a saccade-related electrooculogram (EOG) reduction using outer product expansion with nonlinear filter. The saccade-related electroencephalogram (EEG) signal produced by the saccadic eye movement is adopted to analyze relationship between a brain function and a human activity. Eye movement origin EOG artifacts denoising is important task to analyze the relationship between the saccade and the EEG. The tensor product expansion with absolute error (TPE-AE), which calculates two terms of outer product using reference signal, was proposed to reduce EOG artifacts. However, this TPE-AE has a significant problem corresponding to a calculation cost. In this paper, we propose and apply the median based outer product expansion with reference signal to estimate EOG component accurately. Results show that the proposed TPE-AE is effective to separate the EOG component and other noises.
Keywords
electroencephalography; eye; medical signal processing; neurophysiology; signal denoising; EEG analysis; EOG; TPE-AE method; absolute error; artifact denoising; brain function; electrooculogram; eye movement origin; human activity; nonlinear filter; outer product expansion; saccadic eye movement; tensor product expansion; Electrodes; Electroencephalography; Electrooculography; Light emitting diodes; Noise measurement; Noise reduction; Tensile stress;
fLanguage
English
Publisher
ieee
Conference_Titel
Circuits and Systems (ISCAS), 2012 IEEE International Symposium on
Conference_Location
Seoul
ISSN
0271-4302
Print_ISBN
978-1-4673-0218-0
Type
conf
DOI
10.1109/ISCAS.2012.6272032
Filename
6272032
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