Wave Height Forecasting in the Bay of Bengal Using Multivariate Hybrid Deep Learning Models

The development in coastal engineering and maritime transport demands accurate wave height prediction. In this study, hybrid deep learning models, including CNN-LSTM, CNN-BiLSTM, CNN-GRU, and CNN-BiGRU, are employed to develop regional multivariate wave prediction models that incorporate multiple fe...

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Bibliographic Details

Published in:	Journal of Marine Science and Engineering
Main Authors:	Phyusin Thet, Aifeng Tao, Tao Lv, Jinhai Zheng
Format:	Article
Language:	English
Published:	MDPI AG 2025-07-01
Subjects:	CNN-LSTM CNN-BiLSTM CNN-GRU CNN-BiGRU univariate multivariate
Online Access:	https://www.mdpi.com/2077-1312/13/8/1412