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Authors
Zhou, Guangxue
Lou, Bin
Li, Jun
Wang, Xiangdong
Shi, Nan
Wen, Fushan
Yang, Xiujie
Liu, Dong
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Funding
Funding for this research was provided by:
National Natural Science Foundation of China (22478433)
Innovation Fund of PetroChina (2022DQ02-0405)
Key Technology Research and Development Program of Shandong Province (2025CXGC010501)
Shandong Provincial Natural Science Foundation (ZR2023MB005 and ZR2023MB097)
Taishan Scholar Foundation of Shandong Province (No.tsqn202312135)
Fundamental Research Fund for the Central Universities (No. 24CX06047A)
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Article History
Received: 3 October 2025
Revised: 24 November 2025
Accepted: 24 December 2025
First Online: 20 January 2026
Declarations
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: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
