Mechanical modelling of poroelastic media under finite strain is usually carried out via phenomenological models neglecting complex micro-macro scales interdependency. One reason that the mathematical two-scale analysis only straightforward assuming infinitesimal theory. Exploiting potential ANNs for fast and reliable upscaling localisation procedures, we propose an incremental numerical approa...