Get started
Author

Alberto Carrassi

Data assimilation in the geosciences: An overview of methods, issues, and perspectives
2018 · Alberto Carrassi, Marc Bocquet, et al. · Wiley Interdisciplinary Reviews Climate Change · 901
PDF
Combining data assimilation and machine learning to emulate a dynamical model from sparse and noisy observations: A case study with the Lorenz 96 model
2019 · Julien Brajard, Alberto Carrassi, et al. · Journal of Computational Science · 328
PDF
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review
2023 · Sibo Cheng, César Quilodrán-Casas, et al. · IEEE/CAA Journal of Automatica Sinica · 320
PDF
Scientific Challenges of Convective-Scale Numerical Weather Prediction
2017 · Jun-Ichi Yano, Michał Z. Ziemiański, et al. · Bulletin of the American Meteorological Society · 190
PDF
Combining data assimilation and machine learning to infer unresolved scale parametrization
2021 · Julien Brajard, Alberto Carrassi, et al. · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 188
PDF
Bayesian inference of chaotic dynamics by merging data assimilation, machine learning and expectation-maximization
2020 · Marc Bocquet, Julien Brajard, et al. · Foundations of Data Science · 158
A Review of Innovation-Based Methods to Jointly Estimate Model and Observation Error Covariance Matrices in Ensemble Data Assimilation
2020 · Pierre Tandeo, Pierre Ailliot, et al. · Monthly Weather Review · 152
PDF
Data assimilation as a learning tool to infer ordinary differential equation representations of dynamical models
2019 · Marc Bocquet, Julien Brajard, et al. · Nonlinear processes in geophysics · 99
PDF
A study on cut-off low vertical structure and precipitation in the Mediterranean region
2006 · F. Porcù, A. Carrassi, et al. · Meteorology and Atmospheric Physics · 85
Four-dimensional ensemble variational data assimilation and the unstable subspace
2017 · Marc Bocquet, Alberto Carrassi · Tellus A Dynamic Meteorology and Oceanography · 73
Adaptive covariance inflation in the ensemble Kalman filter by Gaussian scale mixtures
2018 · Patrick N. Raanes, Marc Bocquet, et al. · Quarterly Journal of the Royal Meteorological Society · 64
PDF
Stochastic parameterization identification using ensemble Kalman filtering combined with maximum likelihood methods
2018 · Manuel Pulido, Pierre Tandeo, et al. · Tellus A Dynamic Meteorology and Oceanography · 62
PDF
Data assimilation as a nonlinear dynamical systems problem: Stability and convergence of the prediction-assimilation system
2008 · Alberto Carrassi, Michael Ghil, et al. · Chaos An Interdisciplinary Journal of Nonlinear Science · 62
PDF
Perspective on satellite-based land data assimilation to estimate water cycle components in an era of advanced data availability and model sophistication
2022 · Gabriëlle J. M. De Lannoy, Michel Bechtold, et al. · Frontiers in Water · 60
PDF
Degenerate Kalman Filter Error Covariances and Their Convergence onto the Unstable Subspace
2017 · Marc Bocquet, Karthik S. Gurumoorthy, et al. · SIAM/ASA Journal on Uncertainty Quantification · 60
PDF
Comparison of Local Ensemble Transform Kalman Filter, 3DVAR, and 4DVAR in a Quasigeostrophic Model
2008 · Shu-Chih Yang, Matteo Corazza, et al. · Monthly Weather Review · 58
Estimating model evidence using data assimilation
2016 · A. Carrassi, M. Bocquet, et al. · Quarterly Journal of the Royal Meteorological Society · 48
PDF
DADA: data assimilation for the detection and attribution of weather and climate-related events
2016 · A. Hannart, A. Carrassi, et al. · Climatic Change · 47
Impact of rheology on probabilistic forecasts of sea ice trajectories: application for search and rescue operations in the Arctic
2018 · Matthias Rabatel, Pierre Rampal, et al. · The Cryosphere · 46
Lyapunov vectors and assimilation in the unstable subspace: theory and applications
2013 · Luigi Palatella, Alberto Carrassi, et al. · Journal of Physics A Mathematical and Theoretical · 46
Accounting for Model Error in Variational Data Assimilation: A Deterministic Formulation
2010 · Alberto Carrassi, Stéphane Vannitsem · Monthly Weather Review · 46
Adaptive observations and assimilation in the unstable subspace by breeding on the data-assimilation system
2007 · Alberto Carrassi, Anna Trevisan, et al. · Tellus A Dynamic Meteorology and Oceanography · 45
PDF
Machine Learning for Earth System Observation and Prediction
2020 · Massimo Bonavita, Rossella Arcucci, et al. · Bulletin of the American Meteorological Society · 44
PDF
State and parameter estimation with the extended Kalman filter: an alternative formulation of the model error dynamics
2011 · Alberto Carrassi, Stéphane Vannitsem · Quarterly Journal of the Royal Meteorological Society · 44
Controlling instabilities along a 3DVar analysis cycle by assimilating in the unstable subspace: a comparison with the EnKF
2008 · A. Carrassi, A. Trevisan, et al. · Nonlinear processes in geophysics · 42
PDF
Works count: 148
Citation count: 4,045
H-index: 30
I10-index: 54
Year
Topic
Type