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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)

National Natural Science Foundation of China (22021004)

Science Foundation of China University of Petroleum, Beijing (2462023QNXZ004)

Science Foundation of China University of Petroleum, Beijing (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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