Optimizing casting process using a combination of small data machine learning and phase-field simulations

Abstract It has been a challenge to employ machine learning (ML) to optimize casting processes due to the scarcity of data and difficulty in feature expansion. Here, we introduce a nearest neighbor search method to optimize the stratified random sampling in Latin hypercube sampling (LHS) and propose...

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Bibliographic Details
Main Authors: Xiaolong Pei, Jiaqi Pei, Hua Hou, Yuhong Zhao
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01524-6
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