Published August 2025 | Version v2
Other Open

Codebase for training GOFLOW - oceanic surface velocity generator from geostationary SST snapshots

Description

This is the canonical working version for our work on GOFLOW - the framework for extracting oceanic surface currents from concurrent snapshots of sea surface temperature (SST). It also contains the final pretrained model weights used to generate scripts in the Nature Geosciences (in press) paper -

@article{lenain2025unprecedented,
  title={An unprecedented view of ocean currents from geostationary satellites},
  author={Lenain, Luc and Srinivasan, Kaushik and Barkan, Roy and Pizzo, Nick},
  year={2025}
}

A github version can also be found and any issues can be raised there directly.

https://github.com/ksr-ocean/goflow 

The training data is a small regional preprocessed chunk of the publicly available LLC4320 solution and can be obtained by emailing me.

Files

requirements.txt

Files (4.5 MB)

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md5:f03d915cd3b4399a311fe8d05e5856d4
15.4 kB Download
md5:d499ab720a9a86befedcfc3888ec5312
13.4 kB Download
md5:f024babeab19d1b31487267d046ba0f0
15.8 kB Download
md5:c0a6aeb651768b2512ed2cf4ccde3402
4.4 MB Download
md5:5ce9b7b92b84e2b0c0a4d606806102f7
89 Bytes Preview Download
md5:e40908e82089cca692dadbb47b36911f
5.7 kB Download
md5:65e3333f329d5a2fd8e09244b997706d
2.0 kB Download
md5:b36caf6f7483ab40a5e472163950db1e
11.5 kB Download
md5:cdad567e6d391816b305f383c4b065bd
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md5:49fddedf6732249f0ac37e4953159c65
9.7 kB Download
md5:fc8f2e08a1e6606718a6c8dd35f528ca
10.5 kB Download
md5:e644ab4558f0a41e707892306cf30931
13.2 kB Download
md5:85326ecd853fa0c3a041c831b74d5f57
718 Bytes Download

Additional details

Related works

Is source of
Journal: 10.21203/rs.3.rs-7055642/v1 (DOI)

Software

Repository URL
https://github.com/ksr-ocean/goflow
Programming language
Python
Development Status
Active