Alban Farchi

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 11

Top Topics

Dynamical Systems

Error Correction

Diffusion Models

Top Venues

J. Comput. Sci.

IEEE CAA J. Autom. Sinica

Frontiers Appl. Math. Stat.

Publications

Tobias Sebastian Finn, Charlotte Durand, Alban Farchi, Marc Bocquet, Julien Brajard
Towards diffusion models for large-scale sea-ice modelling. CoRR (2024)
Alban Farchi, Marcin Chrust, Marc Bocquet, Massimo Bonavita
Online model error correction with neural networks: application to the Integrated Forecasting System. CoRR (2024)
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 (2023)
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) (2023)
Alban Farchi, Marcin Chrust, Marc Bocquet, Patrick Laloyaux, Massimo Bonavita
Online model error correction with neural networks in the incremental 4D-Var framework. CoRR (2022)
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 (2021)
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 (2021)
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 (2021)
Alban Farchi, Patrick Laloyaux, Massimo Bonavita, Marc Bocquet
Using machine learning to correct model error in data assimilation and forecast applications. CoRR (2020)
Marc Bocquet, Alban Farchi, Quentin Malartic
Online learning of both state and dynamics using ensemble Kalman filters. CoRR (2020)
Alban Farchi, Marc Bocquet
On the Efficiency of Covariance Localisation of the Ensemble Kalman Filter Using Augmented Ensembles. Frontiers Appl. Math. Stat. 5 (2019)