Articles
Here are listed the published scientific articles related to the data challenges.
Level 3 SWOT processing
- 2022-DC SWOT error calibration Gulf Stream
- Febvre, Q.; Fablet, R.; Le Sommer, J.; Ubelmann, C. Joint Calibration and Mapping of Satellite Altimetry Data Using Trainable Variational Models. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, Singapore, 2022, pp. 1536-1540. https://doi.org/10.1109/ICASSP43922.2022.9746889
- Febvre, Q.; Fablet, R.; Le Sommer, J.; Ubelmann, C. Joint Calibration and Mapping of Satellite Altimetry Data Using Trainable Variational Models. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, Singapore, 2022, pp. 1536-1540. https://doi.org/10.1109/ICASSP43922.2022.9746889
- 2022-DC SWOT karin error filtering North Atlantic
- Tréboutte, A.; Carli, E.; Ballarotta, M.; Carpentier, B.; Faugère, Y.; Dibarboure, G. KaRIn Noise Reduction Using a Convolutional Neural Network for the SWOT Ocean Products. Remote Sens. 2023, 15, 2183. https://doi.org/10.3390/rs15082183
- Tréboutte, A.; Carli, E.; Ballarotta, M.; Carpentier, B.; Faugère, Y.; Dibarboure, G. KaRIn Noise Reduction Using a Convolutional Neural Network for the SWOT Ocean Products. Remote Sens. 2023, 15, 2183. https://doi.org/10.3390/rs15082183
Level 4 SSH processing
- 2021-DC SSH Mapping in the Gulf Stream OSE
- Fablet, R.; Febvre, Q.; Chapron, B. Multimodal 4DVarNets for the Reconstruction of Sea Surface Dynamics From SST-SSH Synergies. IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023, Art no. 4204214, https://doi.org/10.1109/TGRS.2023.3268006
- Martin, S. A.; Manucharyan, G. E.; Klein, P. Synthesizing sea surface temperature and satellite altimetry observations using deep learning improves the accuracy and resolution of gridded sea surface height anomalies. Journal of Advances in Modeling Earth Systems. 2023. 15, e2022MS003589. https://doi.org/10.1029/2022MS003589
- Fablet, R.; Febvre, Q.; Chapron, B. Multimodal 4DVarNets for the Reconstruction of Sea Surface Dynamics From SST-SSH Synergies. IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023, Art no. 4204214, https://doi.org/10.1109/TGRS.2023.3268006
- 2020-DC SSH Mapping in the Gulf Stream OSSE
- Le Guillou, F.; Metref, S.; Cosme, E.; Ubelmann, C.; Ballarotta, M.; Le Sommer, J.; Verron, J. Mapping Altimetry in the Forthcoming SWOT Era by Back-and-Forth Nudging a One-Layer Quasigeostrophic Model. J. Atmos. Oceanic Technol. 2021, 38, 697–710. https://doi.org/10.1175/JTECH-D-20-0104.1
- Beauchamp, M.; Febvre, Q.; Georgenthum, H.; Fablet, R. 4DVarNet-SSH: end-to-end learning of variational interpolation schemes for nadir and wide-swath satellite altimetry. Geoscientific Model Development Discussions. 2022, 1-37. https://doi.org/10.5194/gmd-16-2119-2023
- Febvre, Q.; Fablet, R.; Le Sommer, J.; Ubelmann, C. Joint Calibration and Mapping of Satellite Altimetry Data Using Trainable Variational Models. ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapore, Singapore, 2022, pp. 1536-1540. https://doi.org/10.1109/ICASSP43922.2022.9746889
- Le Guillou, F.; Metref, S.; Cosme, E.; Ubelmann, C.; Ballarotta, M.; Le Sommer, J.; Verron, J. Mapping Altimetry in the Forthcoming SWOT Era by Back-and-Forth Nudging a One-Layer Quasigeostrophic Model. J. Atmos. Oceanic Technol. 2021, 38, 697–710. https://doi.org/10.1175/JTECH-D-20-0104.1
Level 4 currents processing
- 2024-DC WOC currents mapping OSE
- Le Guillou, F., Gaultier, L., Ballarotta, M., Metref, S., Ubelmann, C., Cosme, E., & Rio, M. H. (2023). Regional mapping of energetic short mesoscale ocean dynamics from altimetry: performances from real observations. Ocean Science, 19(5), 1517-1527.
- Le Guillou, F., Gaultier, L., Ballarotta, M., Metref, S., Ubelmann, C., Cosme, E., & Rio, M. H. (2023). Regional mapping of energetic short mesoscale ocean dynamics from altimetry: performances from real observations. Ocean Science, 19(5), 1517-1527.
- 2023 OSSE SSC NATL60 GF
- Fablet, R., Chapron, B., Sommer, J. L., & Sévellec, F. (2022). Inversion of sea surface currents from satellite-derived SST-SSH synergies with 4DVarNets. arXiv preprint arXiv:2211.13059.
- Fablet, R., Chapron, B., Sommer, J. L., & Sévellec, F. (2022). Inversion of sea surface currents from satellite-derived SST-SSH synergies with 4DVarNets. arXiv preprint arXiv:2211.13059.
Additional articles
- Johnson, J. E.; Febvre, Q.; Gorbunova, A.; Metref, S.; Ballarotta, M.; Le Sommer, J.; Fablet, R. OceanBench: The sea surface height edition. NeurIPS. Submitted.