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Authors
Zhang, Jing
Li, Miaoying
Xu, Qianyi
Zhuang, Bozhou
Gao, Hongshuai https://orcid.org/0000-0002-9304-5966
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Funding
Funding for this research was provided by:
Heilongjiang Provincial College and University (2022-KYYWF-1094, 2024-KYYWF-0076, 2022-KYYWF-1129)
Heilongjiang Province Ecological Environment Protection Research Project (HST2023GF004)
Key laboratory of flood disaster risk warning and prevention and control, Ministry of Emergency Management (2024YJ007-003)
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Article History
Received: 1 March 2025
Accepted: 25 June 2025
First Online: 9 July 2025
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.
