no code implementations • 2 Feb 2021 • Duc Nguyen-Manh, Jan S. Wrobel, Michael Klimenkov, Matthew J. Lloyd, Luca Messina, Sergei L. Dudarev
Understanding how properties of materials change due to nuclear transmutations is a major challenge for the design of structural components for a fusion power plant.
Materials Science
no code implementations • 21 Aug 2018 • Luca Messina, Alessio Quaglino, Alexandra Goryaeva, Mihai-Cosmin Marinica, Christophe Domain, Nicolas Castin, Giovanni Bonny, Rolf Krause
Machine-learning techniques such as artificial neural networks are usually employed to work around this limitation and extract the needed parameters from large databases of high-fidelity data, but the latter are often computationally expensive to produce.