Papers matching “deep learning prediction” 15
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Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland Can Aydin, Mikhail Itskov, Christian Johannes Cyron
341citations -
Multi-objective optimization and quantum hybridization of equivariant deep learning interatomic potentials2026 Computational Materials Science article Materials Science Machine Learning in Materials Science Open access
G. Laskaris, D. Morozov, D. Tarpanov, A. Seth, J. Procelewska, Gopalakrishnan Sai Gautam, +3 more
1citations -
Multi-objective optimization and quantum hybridization of equivariant deep learning interatomic potentials2026 Jyväskylä University Digital Archive (University of Jyväskylä) article Materials Science Machine Learning in Materials Science Open access
G. Laskaris, D. Morozov, D. Tarpanov, A. Seth, J. Procelewska, Gautam G. Sai, +3 more
0citations -
Digitalizing metallic materials from image segmentation to multiscale solutions via physics informed operator learning2025 npj Computational Materials article Materials Science Machine Learning in Materials Science Open access
Shahed Rezaei, Kianoosh Taghikhani, Alexandre Viardin, Reza Najian Asl, Nikhil Vijay Jagtap, David Benjamin Bailly, +7 more
7citations
15 results