Alberto Carrassi

1. 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 · 11 citations
   Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Plant Water Relations and Carbon Dynamics
2. 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
3. Estimating model evidence using ensemble-based data assimilation with\n localization - The model selection problem
   2017/09/19 by Sammy Metref, Alexis Hannart, Metref, Sammy +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)
4. Ensemble Kalman filter in latent space using a variational autoencoder pair
   2025/02/18 by Ivo Pasmans, Yumeng Chen, Pasmans, Ivo +7 · 4 citations
   Computer Science · #Target Tracking and Data Fusion in Sensor Networks
5. A Review of Innovation-Based Methods to Jointly Estimate Model and Observation Error Covariance Matrices in Ensemble Data Assimilation
   2020/08/25 by Pierre Tandeo, Pierre Ailliot, Marc Bocquet +4 · 1 citation
   Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Wind and Air Flow Studies
6. Accurate deep learning-based filtering for chaotic dynamics by identifying instabilities without an ensemble
   2024/08/08 by Marc Bocquet, Bocquet, Marc, Alban Farchi +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
7. Data assimilation for chaotic dynamics
   2020/10/10 by Alberto Carrassi, Carrassi, Alberto, Marc Bocquet +9 · 1 citation
   Earth and Planetary Sciences · Environmental Science · #Meteorological Phenomena and Simulations #Climate variability and models #Oceanographic and Atmospheric Processes