Carrassi, Alberto
- Data Assimilation in the Geosciences - An overview on methods, issues and perspectives
2017/09/06 by Carrassi, Alberto, Bocquet, Marc, Bertino, Laurent +1 · 31 citations
#Applications (stat.AP) #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences
- Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review
2023/03/18 by Sibo Cheng, Cheng, Sibo, Cesar Quilodran-Casas +31 · 14 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Plant Water Relations and Carbon Dynamics
- Combining data assimilation and machine learning to infer unresolved scale parametrisation
2020/09/09 by Julien Brajard, Alberto Carrassi, Brajard, Julien +5 · 5 citations
Earth and Planetary Sciences · Environmental Science · #Climate variability and models #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Flood Risk Assessment and Management #Machine Learning (stat.ML) #Meteorological Phenomena and Simulations
- DADA: Data Assimilation for the Detection and Attribution of Weather-\n and Climate-related Events
2015/03/17 by Alexis Hannart, Alberto Carrassi, Hannart, Alexis +13 · 2 citations
Computer Science · Earth and Planetary Sciences · Environmental Science · #Applications (stat.AP) #Climate variability and models #FOS: Computer and information sciences #Hydrology and Drought Analysis #Image and Signal Denoising Methods #Meteorological Phenomena and Simulations
- Data assimilation for chaotic dynamics
2020/10/10 by Alberto Carrassi, Carrassi, Alberto, Marc Bocquet +9 · 3 citations
Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Oceanographic and Atmospheric Processes
- Estimating model evidence using ensemble-based data assimilation with\n localization - The model selection problem
2017/09/19 by Sammy Metref, Metref, Sammy, Alexis Hannart +9 · 1 citation
Earth and Planetary Sciences · Environmental Science · #Atmospheric and Environmental Gas Dynamics #Climate variability and models #Computation (stat.CO) #FOS: Computer and information sciences #Meteorological Phenomena and Simulations #Methodology (stat.ME)
- Ensemble Kalman filter in latent space using a variational autoencoder pair
2025/02/18 by Ivo Pasmans, Pasmans, Ivo, Yumeng Chen +7 · 5 citations
Computer Science · #Target Tracking and Data Fusion in Sensor Networks
- Accurate deep learning-based filtering for chaotic dynamics by identifying instabilities without an ensemble
2024/08/08 by Marc Bocquet, Alban Farchi, Bocquet, Marc +13 · 2 citations
Computer Science · #Anomaly Detection Techniques and Applications #Atmospheric and Oceanic Physics (physics.ao-ph) #Chaotic Dynamics (nlin.CD) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (stat.ML) #Time Series Analysis and Forecasting