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A hybrid model based on a dual-layer decomposition framework and LSTM-Informer for significant wave height prediction | Synapse
March 3, 2026
A hybrid model based on a dual-layer decomposition framework and LSTM-Informer for significant wave height prediction
SX
Shuqing XIONG
Harbin Engineering University
WY
Wenxiu Yang
Harbin Engineering University
CD
Chunhui Dong
Harbin Engineering University
Key Points
Significant wave height prediction demonstrates improved accuracy with a hybrid model.
The key metric shows enhanced forecasting results when using the LSTM-Informer framework.
Analysis employs a dual-layer decomposition method combined with LSTM-Informer for predictions.
This model highlights potential advancements in wave forecasting, suggesting wider applications in maritime safety.
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XIONG et al. (Mon,) studied this question.
synapsesocial.com/papers/69a76647badf0bb9e87dc66c
https://doi.org/https://doi.org/10.1016/j.oceaneng.2026.124412
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