“…Invasive techniques involve electrodes making direct contact with the cerebral cortex to capture brain waves locally. Consequently, such methods are cumbersome, expensive, hazardous, and demand highly skilled personnel alongside specialized equipment [5,6,7]. Thus, while invasive approaches have shown promise, there's a growing focus on low-cost EEG signal recording devices in this area.…”