This paper presents a versatile model-free approach for linking the damage in highly heterogeneous materials at multiple scales. The proposed scheme evolves from phase-field modelling microscopic scale to simulate brittle failure, towards estimation of effective elastic, toughness and strength properties material mesoscopic scale, via coarse-graining technique. On one side, it’s shown that, com...