Direction and viewing area-sensitive influence of EOG artifacts revealed in the EEG topographic pattern analysis

被引:9
作者
Ai, Guangyi [1 ]
Sato, Naoyuki [2 ]
Singh, Balbir [1 ]
Wagatsuma, Hiroaki [1 ,3 ]
机构
[1] Kyushu Inst Technol, Grad Sch Life Sci & Syst Engn, Wakamatsu Ku, 2-4 Hibikino, Kitakyushu, Fukuoka 8080196, Japan
[2] Future Univ Hakodate, Sch Syst Informat Sci, 116-2 Kamedanakano Cho, Hakodate, Hokkaido 0418655, Japan
[3] RIKEN BSI, 2-1 Hirosawa, Wako, Saitama 3510198, Japan
关键词
Electroencephalogram (EEG); Electrooculogram (EOG); Artifact correction; Linear regression analysis; Event-related potential (ERP); EVENT-RELATED POTENTIALS; EYE-MOVEMENT; COMPUTER INTERFACE; OCULAR ARTIFACTS; REMOVAL; HUMANS; ELECTROOCULOGRAPHY; TRACKING; BLINKING; BRAIN;
D O I
10.1007/s11571-016-9382-4
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
The influence of eye movement-related artifacts on electroencephalography (EEG) signals of human subjects, who were requested to perform a direction or viewing area dependent saccade task, was investigated by using a simultaneous recording with ocular potentials as electro-oculography (EOG). In the past, EOG artifact removals have been studied in tasks with a single fixation point in the screen center, with less attention to the sensitivity of cornea-retinal dipole orientations to the EEG head map. In the present study, we hypothesized the existence of a systematic EOG influence that differs according to coupling conditions of eye-movement directions with viewing areas including different fixation points. The effect was validated in the linear regression analysis by using 12 task conditions combining horizontal/vertical eye-movement direction and three segregated zones of gaze in the screen. In the first place, event-related potential topographic patterns were analyzed to compare the 12 conditions and propagation coefficients of the linear regression analysis were successively calculated in each condition. As a result, the EOG influences were significantly different in a large number of EEG channels, especially in the case of horizontal eye-movements. In the cross validation, the linear regression analysis using the appropriate dataset of the target direction/viewing area combination demonstrated an improved performance compared with the traditional methods using a single fixation at the center. This result may open a potential way to improve artifact correction methods by considering the systematic EOG influence that can be predicted according to the view angle such as using eye-tracker systems.
引用
收藏
页码:301 / 314
页数:14
相关论文
共 42 条
[1]  
Ai G, 2016, ICIC EXPR B IN PRESS
[2]  
[Anonymous], 2007, EEG SIGNAL PROCESSIN, DOI DOI 10.1002/9780470511923
[3]  
[Anonymous], 2011, RHYTHMS BRAIN
[4]  
[Anonymous], CLIN NEUROPHYSIOL
[5]   EEG artifact removal-state-of-the-art and guidelines [J].
Antonio Urigueen, Jose ;
Garcia-Zapirain, Begona .
JOURNAL OF NEURAL ENGINEERING, 2015, 12 (03)
[6]   DIPOLE MODELS OF EYE-MOVEMENTS AND BLINKS [J].
BERG, P ;
SCHERG, M .
ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY, 1991, 79 (01) :36-44
[7]   Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness [J].
Borghini, Gianluca ;
Astolfi, Laura ;
Vecchiato, Giovanni ;
Mattia, Donatella ;
Babiloni, Fabio .
NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS, 2014, 44 :58-75
[8]   Neurophysiological aspects of eye and eyelid movements during blinking in humans [J].
Bour, LJ ;
Aramideh, M ;
De Visser, BWO .
JOURNAL OF NEUROPHYSIOLOGY, 2000, 83 (01) :166-176
[9]   The psychophysics toolbox [J].
Brainard, DH .
SPATIAL VISION, 1997, 10 (04) :433-436
[10]   The saccadic spike artifact in MEG [J].
Carl, Christine ;
Acik, Alper ;
Koenig, Peter ;
Engel, Andreas K. ;
Hipp, Joerg F. .
NEUROIMAGE, 2012, 59 (02) :1657-1667