A Hybrid BCI Approach to Detect Brain Switch in Action Observation by Utilizing Convolution Neural Network

Action observation (AO) is a promising methodology for promoting cortical activations of the sensorimotor area via the mirror neuron systems. Integration of AO with brain-computer interfaces (BCIs) is appealing for neural rehabilitation applications. One of the important issues in BCI-based AO is discriminating when a user is actively engaged with the BCI,i.e. intentional control (IC) state versus when a user is not engaged with the BCI, i.e....