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

Wenjian Guo Fayuan Li Lingyu Wang Li''an Zhu Yicong Ye Zhen Wang Bin Yang Shifeng Zhang Shuxin Bai

Advanced Powder Materials2025，Vol.4Issue(3)：P.55-66,12.

Advanced Powder Materials2025，Vol.4Issue(3)：P.55-66,12.DOI:10.1016/j.apmate.2025.100287

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

Wenjian Guo ¹Fayuan Li ²Lingyu Wang ²Li''an Zhu ²Yicong Ye ²Zhen Wang ²Bin Yang ²Shifeng Zhang ²Shuxin Bai²

作者信息

1. College of Aerospace Science and Engineering,National University of Defense Technology,Changsha 410073,China College of Materials Science and Engineering,East China Jiao Tong University,Nanchang 330013,China
2. College of Aerospace Science and Engineering,National University of Defense Technology,Changsha 410073,China
折叠

摘要

关键词

UHTCs/Ablation resistant/GAN/Active learning/Microstructure

分类

化学化工

引用本文复制引用

Wenjian Guo,Fayuan Li,Lingyu Wang,Li''an Zhu,Yicong Ye,Zhen Wang,Bin Yang,Shifeng Zhang,Shuxin Bai..Accelerated discovery of near-zero ablation ultra-high temperature ceramics via GAN-enhanced directionally constrained active learning[J].Advanced Powder Materials,2025,4(3):P.55-66,12.

基金项目

supported by the Natural Science Foundation of China[grant numbers 52302093] （）

Natural Science Foundation of Jiangxi Province[grant numbers 20224BAB204021]. （）

Advanced Powder Materials

ISSN：2772-834X

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