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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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GOFLOW predictions on LLC4320 held-out test set and the GOES, geostationary satellite SST data, both in the Gulf Stream region of the Western coast of the United States.

Authors: Srinivasan, Kaushik;

GOFLOW predictions on LLC4320 held-out test set and the GOES, geostationary satellite SST data, both in the Gulf Stream region of the Western coast of the United States.

Abstract

The GOFLOW model is a simple U-Net architecture that reads in three consecutive SST snapshots one hour apart and predicts the velocity field of the middle time step. It is trained on a joint local point velocity loss and a log spectral loss on data from the LLC4320 ocean model run. The two datasets here correspond to the predictions and ground truth fields from the held-out test set (testset_llc4320_0.2.nc) and the data and predictions from snapshots of the geostationary satellite SST product (preds_lgt_0.2_GOES_2023.nc) and include, vorticity, divergence and strain predictions. The data is in NETCDF-4 format.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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Average