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Alban Farchi
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2020 – today
- 2024
- [i8]Alban Farchi, Marcin Chrust, Marc Bocquet, Massimo Bonavita:
Online model error correction with neural networks: application to the Integrated Forecasting System. CoRR abs/2403.03702 (2024) - [i7]Tobias Sebastian Finn, Charlotte Durand, Alban Farchi, Marc Bocquet, Julien Brajard:
Towards diffusion models for large-scale sea-ice modelling. CoRR abs/2406.18417 (2024) - 2023
- [j3]Sibo Cheng, César Quilodrán Casas, Said Ouala, Alban Farchi, Che Liu, Pierre Tandeo, Ronan Fablet, Didier Lucor, Bertrand Iooss, Julien Brajard, Dunhui Xiao, Tijana Janjic
, Weiping Ding, Yike Guo, Alberto Carrassi, Marc Bocquet, Rossella Arcucci:
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review. IEEE CAA J. Autom. Sinica 10(6): 1361-1387 (2023) - [i6]Sibo Cheng, César Quilodrán Casas, Said Ouala, Alban Farchi, Che Liu, Pierre Tandeo, Ronan Fablet, Didier Lucor, Bertrand Iooss, Julien Brajard, Dunhui Xiao, Tijana Janjic, Weiping Ding, Yike Guo, Alberto Carrassi, Marc Bocquet, Rossella Arcucci:
Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review. CoRR abs/2303.10462 (2023) - 2022
- [i5]Alban Farchi, Marcin Chrust, Marc Bocquet, Patrick Laloyaux, Massimo Bonavita:
Online model error correction with neural networks in the incremental 4D-Var framework. CoRR abs/2210.13817 (2022) - 2021
- [j2]Alban Farchi
, Marc Bocquet
, Patrick Laloyaux, Massimo Bonavita
, Quentin Malartic
:
A comparison of combined data assimilation and machine learning methods for offline and online model error correction. J. Comput. Sci. 55: 101468 (2021) - [i4]Alban Farchi, Marc Bocquet, Patrick Laloyaux, Massimo Bonavita, Quentin Malartic:
A comparison of combined data assimilation and machine learning methods for offline and online model error correction. CoRR abs/2107.11114 (2021) - [i3]Quentin Malartic, Alban Farchi, Marc Bocquet:
State, global and local parameter estimation using local ensemble Kalman filters: applications to online machine learning of chaotic dynamics. CoRR abs/2107.11253 (2021) - 2020
- [i2]Marc Bocquet, Alban Farchi, Quentin Malartic:
Online learning of both state and dynamics using ensemble Kalman filters. CoRR abs/2006.03859 (2020) - [i1]Alban Farchi, Patrick Laloyaux, Massimo Bonavita, Marc Bocquet:
Using machine learning to correct model error in data assimilation and forecast applications. CoRR abs/2010.12605 (2020)
2010 – 2019
- 2019
- [j1]Alban Farchi, Marc Bocquet:
On the Efficiency of Covariance Localisation of the Ensemble Kalman Filter Using Augmented Ensembles. Frontiers Appl. Math. Stat. 5: 3 (2019)
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