A Machine-Learning Approach Based on Attention Mechanism for Significant Wave Height Forecasting

A Machine-Learning Approach Based on Attention Mechanism for Significant Wave Height Forecasting

Significant wave height (SWH) is a key parameter for monitoring the state of waves. Accurate and long-term SWH forecasting is significant to maritime shipping and coastal engineering. This study proposes a transformer model based on an attention mechanism to achieve the forecasting of SWHs. The tran...

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Bibliographic Details
Main Authors: Jiao Shi, Tianyun Su, Xinfang Li, Fuwei Wang, Jingjing Cui, Zhendong Liu, Jie Wang
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Journal of Marine Science and Engineering
Subjects:
significant wave height forecasting
long-sequence forecasting
transformer
wave scale classification
Online Access:https://www.mdpi.com/2077-1312/11/9/1821

Internet

https://www.mdpi.com/2077-1312/11/9/1821

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