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Open Access

Peer-reviewed

Research Article

Accurate time-series forecasting of floating platform motion via a reinforced fusion CNN–BiLSTM–attention model

Huiyuan Zheng,

Roles Conceptualization, Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft

Affiliation National Ocean Technology Center, Tianjin, China
⨯
Shicheng Wang,

Roles Formal analysis, Investigation, Methodology, Visualization

Affiliation National Ocean Technology Center, Tianjin, China
⨯
Shihua Li,

Roles Conceptualization, Formal analysis, Methodology, Writing – original draft

Affiliation National Ocean Technology Center, Tianjin, China
⨯
Kuan Lu ,

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – review & editing

* E-mail: lukuan0322@163.com

Affiliations National Ocean Technology Center, Tianjin, China, The Key Laboratory of Ocean Observation Technology of the Ministry of Natural Resources, Tianjin, China

https://orcid.org/0000-0001-8502-2644

⨯
Xin Wang,

Roles Methodology, Project administration, Supervision

Affiliations National Ocean Technology Center, Tianjin, China, The Key Laboratory of Ocean Observation Technology of the Ministry of Natural Resources, Tianjin, China
⨯
Yuzheng Liu,

Roles Investigation, Software

Affiliation National Ocean Technology Center, Tianjin, China
⨯
Xiao Wu

Roles Methodology, Software

Affiliation National Ocean Technology Center, Tianjin, China
⨯

Accurate time-series forecasting of floating platform motion via a reinforced fusion CNN–BiLSTM–attention model

Huiyuan Zheng,
Shicheng Wang,
Shihua Li,
Kuan Lu,
Xin Wang,
Yuzheng Liu,
Xiao Wu

x

Published: February 2, 2026
https://doi.org/10.1371/journal.pone.0342081

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