Accelerated discovery of near-zero ablation ultra-high temperature ceramics via GAN-enhanced directionally constrained active learning

Accelerated discovery of near-zero ablation ultra-high temperature ceramics via GAN-enhanced directionally constrained active learning

In materials science, a significant correlation often exists between material input parameters and their corresponding performance attributes. Nevertheless, the inherent challenges associated with small data obscure these statistical correlations, impeding machine learning models from effectively ca...

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Bibliographic Details
Main Authors: Wenjian Guo, Fayuan Li, Lingyu Wang, Li'an Zhu, Yicong Ye, Zhen Wang, Bin Yang, Shifeng Zhang, Shuxin Bai
Format: Article
Language:English
Published: KeAi Communications Co. Ltd. 2025-06-01
Series:Advanced Powder Materials
Subjects:
UHTCs
Ablation resistant
GAN
Active learning
Microstructure
Online Access:http://www.sciencedirect.com/science/article/pii/S2772834X25000235
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http://www.sciencedirect.com/science/article/pii/S2772834X25000235

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