Accelerated and interpretable prediction of local properties in composites

The localized stress and strain field simulation results are critical for understanding the mechanical properties of materials, such as strength and toughness. However, applying off-the-shelf machine learning or deep learning methods to a digitized microstructure restricts the image samples to be of...

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Bibliographic Details
Main Authors: Shengtong Zhang, Satyajit Mojumder, Wing Kam Liu, Wei Chen, Daniel W. Apley
Format: Article
Language:English
Published: AIP Publishing LLC 2023-09-01
Series:APL Machine Learning
Online Access:http://dx.doi.org/10.1063/5.0156517