“…10, the strain-hardening rate extracted from the finite element simulations with For the finite element simulations with S 0 2 e /E A = 1 nm 2 , it can be seen that starting from large pillar sizes, the strain-hardening rate first increases for decreasing pillar size, and at about 200 nm it starts to decrease with further decrease in the pillar size, which is consistent with the experimental observations. It has been shown in [22] that for pure SMA, the hardening effect increases for decreasing pillar size due to the nonlocal term in the free energy and the constraint of phase transformations. However, because of the presence of the TiO 2 layer, in smaller and smaller pillars, the strain-hardening rate eventually drops as it approaches the perfect plastic response.…”