A process-synergistic active learning framework for high-strength Al-Si alloys design

A process-synergistic active learning framework for high-strength Al-Si alloys design

Abstract High-strength Al-Si alloys are important lightweight materials, but their optimal design is hindered by scarce-imbalance data, and complex compositional-process-property relationships. Traditional trial-and-error experimentation fails to explore this multi-dimensional design space, where pr...

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Bibliographic Details
Main Authors: Jianming Cai, Mengxia Han, Xirui Yan, Yan Chen, Daoxiu Li, Kai Zhao, Dongqing Zhang, Kaiqi Hu, Heng Han Sua, Hieng Kiat Jun, Kewei Xie, Guiliang Liu, Xiangfa Liu, Sida Liu
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:npj Computational Materials
Online Access:https://doi.org/10.1038/s41524-025-01721-3
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