Alberto Carrassi

16 papers Journal 16

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Ensemble Kalman filter in latent space using a variational autoencoder pair. CoRR Ivo Pasmans, Yumeng Chen, Tobias Sebastian Finn, Marc Bocquet, Alberto Carrassi
2025	J	`jnl`	Generative AI models enable efficient and physically consistent sea-ice simulations. CoRR Tobias Sebastian Finn, Marc Bocquet, Pierre Rampal, Charlotte Durand, Flavia Porro, Alban Farchi, Alberto Carrassi
2025	J	`jnl`	Hybrid machine learning data assimilation for marine biogeochemistry. CoRR Ieuan Higgs, Ross Bannister, Jozef Skákala, Alberto Carrassi, Stefano Ciavatta
2024	J	`jnl`	Parameter sensitivity analysis of a sea ice melt pond parametrisation and its emulation using neural networks. J. Comput. Sci. Simon Driscoll, Alberto Carrassi, Julien Brajard, Laurent Bertino, Marc Bocquet, Einar Örn Ólason
2023	J	`jnl`	Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review. IEEE CAA J. Autom. Sinica 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
2023	J	`jnl`	Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review. CoRR 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
2022	J	`jnl`	Assimilation of Backscatter Observations into a Hydrological Model: A Case Study in Belgium Using ASCAT Data. Remote. Sens. Pierre Baguis, Alberto Carrassi, Emmanuel Roulin, Stéphane Vannitsem, Sara Modanesi, Hans Lievens, Michel Bechtold, Gabrielle De Lannoy
2021	J	`jnl`	Editorial: Data Assimilation of Nonlocal Observations in Complex Systems. Frontiers Appl. Math. Stat. Axel Hutt, Marc Bocquet, Alberto Carrassi, L. Lei, Roland Potthast
2020	J	`jnl`	Bayesian inference of dynamics from partial and noisy observations using data assimilation and machine learning. CoRR Marc Bocquet, Julien Brajard, Alberto Carrassi, Laurent Bertino
2020	J	`jnl`	Combining data assimilation and machine learning to emulate a dynamical model from sparse and noisy observations: A case study with the Lorenz 96 model. J. Comput. Sci. Julien Brajard, Alberto Carrassi, Marc Bocquet, Laurent Bertino
2020	J	`jnl`	Combining data assimilation and machine learning to emulate a dynamical model from sparse and noisy observations: a case study with the Lorenz 96 model. CoRR Julien Brajard, Alberto Carrassi, Marc Bocquet, Laurent Bertino
2020	J	`jnl`	Ensemble Kalman Filter for non-conservative moving mesh solvers with a joint physics and mesh location update. CoRR Christian Sampson, Alberto Carrassi, Ali Aydogdu, Christopher K. R. T. Jones
2018	J	`jnl`	Asymptotic Forecast Uncertainty and the Unstable Subspace in the Presence of Additive Model Error. SIAM/ASA J. Uncertain. Quantification Colin Grudzien, Alberto Carrassi, Marc Bocquet
2017	J	`jnl`	Degenerate Kalman Filter Error Covariances and Their Convergence onto the Unstable Subspace. SIAM/ASA J. Uncertain. Quantification Marc Bocquet, Karthik S. Gurumoorthy, Amit Apte, Alberto Carrassi, Colin Grudzien, Christopher K. R. T. Jones
2017	J	`jnl`	Rank Deficiency of Kalman Error Covariance Matrices in Linear Time-Varying System With Deterministic Evolution. SIAM J. Control. Optim. Karthik S. Gurumoorthy, Colin Grudzien, Amit Apte, Alberto Carrassi, Christopher K. R. T. Jones
2011	J	`jnl`	Treatment of the Error due to Unresolved scales in Sequential Data Assimilation. Int. J. Bifurc. Chaos Alberto Carrassi, Stéphane Vannitsem