Non-invasive brain-computer interfaces (BCIs) enable communication between the brain and external devices without requiring surgery, primarily utilizing electroencephalography (EEG) to capture brain signals. These interfaces hold promise for applications in neurorehabilitation, gaming, and assistive technologies, although they face challenges in signal resolution and noise interference compared to invasive methods.