Reconstruction of Typhoon-Induced Ocean Thermal Structures Using Deep Learning and Multi-Source Satellite Data with News Impact Analysis

Reconstruction of Typhoon-Induced Ocean Thermal Structures Using Deep Learning and Multi-Source Satellite Data with News Impact Analysis

Reconstructing the three-dimensional thermal structure of the ocean under typhoon conditions presents significant challenges due to the scarcity of observational data, particularly in subsurface regions, and the limitations of existing observation methods in terms of spatial and temporal resolution....

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Bibliographic Details
Main Authors: Yang Zhao, Ziming Gao, Ruimin Fan, Fangjie Yu, Xinglong Zhang, Junwu Tang, Ge Chen
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Applied Sciences
Subjects:
typhoon
three-dimensional thermal structure reconstruction
ocean dynamics
fully connected transformer network
cross-validation
sensitivity analysis
Online Access:https://www.mdpi.com/2076-3417/14/21/10050
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