Forecasting Vertical Profiles of Ocean Currents from Surface Characteristics: A Multivariate Multi-Head Convolutional Neural Network–Long Short-Term Memory Approach

Forecasting Vertical Profiles of Ocean Currents from Surface Characteristics: A Multivariate Multi-Head Convolutional Neural Network–Long Short-Term Memory Approach

While study of ocean dynamics usually involves modeling deep ocean variables, monitoring and accurate forecasting of nearshore environments is also critical. However, sensor observations often contain artifacts like long stretches of missing data and noise, typically after an extreme event occurrenc...

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Bibliographic Details
Main Authors: Soumyashree Kar, Jason R. McKenna, Glenn Anglada, Vishwamithra Sunkara, Robert Coniglione, Steve Stanic, Landry Bernard
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Journal of Marine Science and Engineering
Subjects:
nearshore monitoring
time series data reconstruction
vertical profile modeling
chained multivariate multi-output regression
deep learning
encoder–decoder model
Online Access:https://www.mdpi.com/2077-1312/11/10/1964

Internet

https://www.mdpi.com/2077-1312/11/10/1964

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