An Improved VMD–EEMD–LSTM Time Series Hybrid Prediction Model for Sea Surface Height Derived from Satellite Altimetry Data

An Improved VMD–EEMD–LSTM Time Series Hybrid Prediction Model for Sea Surface Height Derived from Satellite Altimetry Data

Changes in sea level exhibit nonlinearity, nonstationarity, and multivariable characteristics, making traditional time series forecasting methods less effective in producing satisfactory results. To enhance the accuracy of sea level change predictions, this study introduced an improved variational m...

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Bibliographic Details
Main Authors: Hongkang Chen, Tieding Lu, Jiahui Huang, Xiaoxing He, Xiwen Sun
Format: Article
Language:English
Published: MDPI AG 2023-12-01
Series:Journal of Marine Science and Engineering
Subjects:
sea level change
deep learning
time series prediction
VMD
EEMD
LSTM
Online Access:https://www.mdpi.com/2077-1312/11/12/2386

Internet

https://www.mdpi.com/2077-1312/11/12/2386

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