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
Link To Document :
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