Quantitative analysis of the prediction performance of a convolutional neural network evaluating the surface elastic energy of a strained film

L Martín-Encinar, D Lanzoni, A Fantasia… - Computational Materials …, 2025 - Elsevier
A Deep Learning approach is devised to estimate the elastic energy density ρ at the free
surface of an undulated stressed film. About 190000 arbitrary surface profiles h (x) are …

[HTML][HTML] Applications of machine learning to high temperature and high pressure environments: A literature review

H Wang, Z Lv, S Kumar, Q Wang - APL Machine Learning, 2024 - pubs.aip.org
In recent years, machine learning as a new style of calculation has been developed quickly,
and because it can obtain results that experiments cannot achieve, it has become a useful …