A brain-computer interface (BCI) is a system that allows an individual to communicate with computer or other external device using brain activity alone. Electroencephalography (EEG) common approach for detecting in BCI systems, as it provides non-invasive measure of high temporal resolution. Deep learning methods, such convolutional neural networks (CNNs), have been applied the analysis EEG dat...