On-demand inverse design of metamaterials via denoising diffusion probabilistic models
The nonlinear and non-unique relationship between unit-cell topology and bandgap properties motivates the development of complementary data-driven approaches for metamaterial inverse design. This work presents a conditional denoising diffusion probabilistic model (DDPM)-based framework for the on-demand generation of t...
Than V. Tran, S. Nanthakumar, Ya-Bin Jin et al.
· Machine Learning for Computa... · 0 citations