Cargando…

A generalised deep learning-based surrogate model for homogenisation utilising material property encoding and physics-based bounds

The use of surrogate models based on Convolutional Neural Networks (CNN) is increasing significantly in microstructure analysis and property predictions. One of the shortcomings of the existing models is their limitation in feeding the material information. In this context, a simple method is develo...

Descripción completa

Detalles Bibliográficos
Autores principales: Nakka, Rajesh, Harursampath, Dineshkumar, Ponnusami, Sathiskumar A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10241949/
https://www.ncbi.nlm.nih.gov/pubmed/37277405
http://dx.doi.org/10.1038/s41598-023-34823-3