Earth System Science Data
Earth System Science Data
Earth System Science Data
Articles | Volume 18, issue 7
Articles | Volume 18, issue 7
https://doi.org/10.5194/essd-18-4617-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/essd-18-4617-2026
© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.
Articles | Volume 18, issue 7
Data description article
 | 
06 Jul 2026
Data description article |  | 06 Jul 2026

Attention enhanced 3D-U-Net+ +  ocean temperature and salinity reconstruction in the northwestern Pacific based on transfer learning

Hao Wang, Linlin Zhang, Shuguo Yang, Xiaomei Yan, and Zhen Li

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Short summary
This study develops a new method to reconstruct daily three-dimensional ocean temperature and salinity fields in the northwestern Pacific using only real-time sea surface temperature and height data. By combining deep learning and attention mechanisms, the approach captures complex vertical structures and temporal changes. The results provide more accurate and consistent subsurface information, helping improve ocean monitoring and climate research.
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