This PhD is part of the OptiGPR3D exploratory action led by IDEFIX and POEMS teams at Inria Saclay (in collaboration with EDF), whose objective is to introduce versatile and robust simulation tools that can adapt to complex materials while remaining efficient, in the perspective of making 3D electromagnetic imaging feasible and certifiable through interpretable and optimized inversion methods.