[en] An innovative data-driven homogenization method called Deep Material Network (DMN) was recently proposed in the literature and has shown its advantages in efficiently approximating complex mechanical behaviours of heterogeneous materials. Along the same line, three ad hoc Reduced-Order Models (ROMs) were then developed with the aim of making the DMN approach more adaptive to the structural characteristics of woven composites. In this work, the previous proposed ROMs for woven composites are enhanced by taking into account the damage and failure process in their different phases. Mots clés-woven composites, reduced order model, damage.