Microstructure homogenization: human vs machine

Abstract Two approaches are presented to improve the capabilities of machine learning models in multiscale modeling for microstructure homogenization (graphical abstract in Fig. 1). The first approach features a Bayesian data mining scheme with a human in the loop, halving the prediction error compa...

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Bibliographic Details
Main Authors: Julian Lißner, Felix Fritzen
Format: Article
Language:English
Published: SpringerOpen 2024-11-01
Series:Advanced Modeling and Simulation in Engineering Sciences
Subjects:
Online Access:https://doi.org/10.1186/s40323-024-00275-1