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Scale-up of complex molecular reaction system by hybrid mechanistic modeling and deep transfer learning

Published Online: 2025-10-07

Authors

Chen, Zhengyu

Xie, Yongqing

Xu, Chunming

Zhang, Linzhou https://orcid.org/0000-0002-8354-784X
Funding

Funding for this research was provided by:

National Natural Science Foundation of China (22222815, 22441040, 22021004)

Science Foundation of China University of Petroleum, Beijing (2462023QNXZ004, 2462024XKBH004, 2462025BJRC007)

China Postdoctoral Science Foundation (2024M753610)
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Text and Data Mining valid from 2025-10-07

Version of Record valid from 2025-10-07
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Article History

Received: 2 December 2024

Accepted: 29 August 2025

First Online: 7 October 2025

Competing interests

: The authors declare no competing interests.

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