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Alloy design integrating natural language processing and machine learning: breakthrough development of low-cost, high-performance Ni-based single-crystal superalloys

Crossref DOI link: https://doi.org/10.1038/s41524-025-01906-w

Published Online: 2025-12-19

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

Yao, Jian

Wang, Zi

Wang, Juncheng

Yu, Wanchan

Chen, Yuxuan

Li, Weifu

Wei, Jianhui

Zhao, Yunxing

Wang, Yan

Wang, Li

Tan, Liming

Huang, Lan

Liu, Feng

Liu, Yong
Funding

Funding for this research was provided by:

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Aero Engine Corporation of China (HFZL2022CXY029)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)

Young Elite Scientists Sponsorship Program by CAST (2022QNRC001)
License Information

Text and Data Mining valid from 2025-12-19

Version of Record valid from 2026-01-19
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Article History

Received: 27 August 2025

Accepted: 29 November 2025

First Online: 19 December 2025

Competing interests

: The authors declare no competing interests.

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