Foto del docente

Natale Alberto Carrassi

Associate Professor

Department of Physics and Astronomy "Augusto Righi"

Academic discipline: PHYS-05/B Physics of the Earth System, Planets, Space and Climate

Head of Centro Interdipartimentale Alma Mater Research Institute on Global Challenges and Climate Change (Alma Climate)

Publications

Ruolo editoriale nella rivista «DNA- Di nulla Academia»

Higgs, Ieuan; Bannister, Ross; Skákala, Jozef; Carrassi, Alberto; Ciavatta, Stefano, Hybrid machine learning data assimilation for marine biogeochemistry, «BIOGEOSCIENCES», 2026, 23, pp. 315 - 344 [Scientific article]Open Access

Pasmans, Ivo; Chen, Yumeng; Sebastian Finn, Tobias; Bocquet, Marc; Carrassi, Alberto, Ensemble Kalman filter in latent space using a variational autoencoder pair, «QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY», 2025, e70070, Article number: e70070 , pp. 1 - 27 [Scientific article]

Garcia-Oliva, Lilian; Carrassi, Alberto; Counillon, François, Exploring the influence of spatio-temporal scale differences in coupled data assimilation, «NONLINEAR PROCESSES IN GEOPHYSICS», 2025, 32, pp. 439 - 456 [Scientific article]Open Access

Barone, A.; Carrassi, A.; Savary, T.; Demaeyer, J.; Vannitsem, S., Structural origins and real-time predictors of intermittency, «CHAOS», 2025, 35, Article number: 103119 , pp. 1 - 19 [Scientific article]Open Access

Bocquet, Marc; Farchi, Alban; Finn, Tobias S.; Durand, Charlotte; Cheng, Sibo; Chen, Yumeng; Pasmans, Ivo; Carrassi, Alberto, Accurate deep learning-based filtering for chaotic dynamics by identifying instabilities without an ensemble, «CHAOS», 2024, 34, Article number: 091104 , pp. 1 - 9 [Scientific article]Open Access

Finn, Tobias Sebastian; Durand, Charlotte; Farchi, Alban; Bocquet, Marc; Rampal, Pierre; Carrassi, Alberto, Generative Diffusion for Regional Surrogate Models From Sea‐Ice Simulations, «JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS», 2024, 16, Article number: e2024MS004395 , pp. 1 - 38 [Scientific article]Open Access

Higgs, Ieuan; Skákala, Jozef; Bannister, Ross; Carrassi, Alberto; Ciavatta, Stefano, Investigating ecosystem connections in the shelf sea environment using complex networks, «BIOGEOSCIENCES», 2024, 21, pp. 731 - 746 [Scientific article]Open Access

Chen, Yumeng; Smith, Polly; Carrassi, Alberto; Pasmans, Ivo; Bertino, Laurent; Bocquet, Marc; Finn, Tobias Sebastian; Rampal, Pierre; Dansereau, Véronique, Multivariate state and parameter estimation with data assimilation applied to sea-ice models using a Maxwell elasto-brittle rheology, «THE CRYOSPHERE», 2024, 18, pp. 2381 - 2406 [Scientific article]Open Access

Driscoll S.; Carrassi A.; Brajard J.; Bertino L.; Bocquet M.; Olason E.O., Parameter sensitivity analysis of a sea ice melt pond parametrisation and its emulation using neural networks, «JOURNAL OF COMPUTATIONAL SCIENCE», 2024, 79, Article number: 102231 , pp. 1 - 15 [Scientific article]Open Access

Pasmans I.; Chen Y.; Carrassi A.; Jones C.K.R.T., Tailoring data assimilation to discontinuous Galerkin models, «QUARTERLY JOURNAL OF THE ROYAL METEOROLOGICAL SOCIETY», 2024, 150, pp. 2820 - 2847 [Scientific article]Open Access

Cheng, Sukun; Chen, Yumeng; Aydoğdu, Ali; Bertino, Laurent; Carrassi, Alberto; Rampal, Pierre; Jones, Christopher K. R. T., Arctic sea ice data assimilation combining an ensemble Kalman filter with a novel Lagrangian sea ice model for the winter 2019–2020, «THE CRYOSPHERE», 2023, 17, pp. 1735 - 1754 [Scientific article]Open Access

Bechtold, Michel; Modanesi, Sara; Lievens, Hans; Baguis, Pierre; Brangers, Isis; Carrassi, Alberto; Getirana, Augusto; Gruber, Alexander; Heyvaert, Zdenko; Massari, Christian; Scherrer, Samuel; Vannitsem, Stéphane; De Lannoy, Gabrielle, Assimilation of Sentinel-1 Backscatter into a Land Surface Model with River Routing and Its Impact on Streamflow Simulations in Two Belgian Catchments, «JOURNAL OF HYDROMETEOROLOGY», 2023, 24, pp. 2389 - 2408 [Scientific article]Open Access

Finn, Tobias Sebastian; Durand, Charlotte; Farchi, Alban; Bocquet, Marc; Chen, Yumeng; Carrassi, Alberto; Dansereau, Véronique, Deep learning subgrid-scale parametrisations for short-term forecasting of sea-ice dynamics with a Maxwell elasto-brittle rheology, «THE CRYOSPHERE», 2023, 17, pp. 2965 - 2991 [Scientific article]Open Access

Cheng, Sibo; Quilodrán-Casas, César; Ouala, Said; Farchi, Alban; Liu, Che; Tandeo, Pierre; Fablet, Ronan; Lucor, Didier; Iooss, Bertrand; Brajard, Julien; Xiao, Dunhui; Janjic, Tijana; Ding, Weiping; Guo, Yike; Carrassi, Alberto; Bocquet, Marc; Arcucci, Rossella, Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review, «IEEE/CAA JOURNAL OF AUTOMATICA SINICA», 2023, 10, pp. 1361 - 1387 [Scientific article]Open Access