fig14

Figure 14. Performance of MIDLCM without mechanics-informed component: (A) The parity plot of the time-averaged equivalent stress; (B) results from a biaxial loading case (yz, α = 63.43°) conducted by the ablated model compared to the reference CP results; (C) uniaxial tension cases prediction from the ablated model compared with experiments results. MIDLCM: Mechanics-informed deep learning constitutive model; CP: crystal plasticity.