2 papers
cs.LG2025
Learning Latent Hardening (LLH): Enhancing Deep Learning with Domain Knowledge for Material Inverse Problems
Qinyi Tian, Winston Lindqwister, Manolis Veveakis +1
Advancements in deep learning and machine learning have improved the ability to model complex, nonlinear relationships, such as those encountered in complex material inverse proble…
cond-mat.soft2024
Chemical homogenization for non-mixing reactive interfaces in porous media
Winston Lindqwister, Manolis Veveakis, Martin Lesueur
Porous media, while ubiquitous across many engineering disciplines, is inherently difficult to characterize due to their innate stochasticity and heterogeneity. The key for predict…