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Unsupervised learning-aided extrapolation for accelerated design of superalloys

Abstract Machine learning has been widely used to guide the search for new materials by learning the patterns underlying available data. However, the pure prediction-oriented search is often biased to interpolation due to the limited data in a large unexplored space. Here we present a sampling frame...

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Hlavní autoři: Weijie Liao, Ruihao Yuan, Xiangyi Xue, Jun Wang, Jinshan Li, Turab Lookman
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Portfolio 2024-08-01
Edice:npj Computational Materials
On-line přístup:https://doi.org/10.1038/s41524-024-01358-8
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