Event-related potential (ERP) is bioelectrical activity that occurs in the brain response to specific events or stimuli, reflecting electrophysiological changes during cognitive processes. ERP important neuroscience and has been applied brain-computer interfaces (BCIs). However, because signals collected on scalp are weak, mixed with spontaneous electroencephalogram (EEG) signals, their tempora...