This thesis is developed around the problem of brain activity reconstruction/identification using non-invasive ElectroEncephaloGrams. Multiple research lines branch from the central research line, some of them constituting distinct reconstruction methods, and others serving as aiding tools to the reconstructions. Noticeably, the application area of some of the proposed tools is broader than the...