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cs.LG2025
Robust inverse material design with physical guarantees using the Voigt-Reuss Net
Sanath Keshav, Felix Fritzen
We propose a spectrally normalized surrogate for forward and inverse mechanical homogenization with hard physical guarantees. Leveraging the Voigt-Reuss bounds, we factor their dif…
cs.LG2025
Spectral Normalization and Voigt-Reuss net: A universal approach to microstructure-property forecasting with physical guarantees
Sanath Keshav, Julius Herb, Felix Fritzen
Heterogeneous materials are crucial to producing lightweight components, functional components, and structures composed of them. A crucial step in the design process is the rapid e…