An eye blink artifact is formed with a gradual increase and decrease generally within 100 and 500 ms [11], [31], [32] and [33], whereas the EEG signals cover wider frequency ranges (0.5–50 Hz and above) [34] and [35] (see the first figure in Fig. 1 for a schematic representation of a contaminated EEG signal).