Paola Cinnella

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 11

Top Topics

Scientific Discovery

Machine Learning

Computational Fluid Dynamics

Top Venues

J. Comput. Phys.

Reliab. Eng. Syst. Saf.

Publications

Mouadh Yagoubi, David Danan, Milad Leyli-Abadi, Jean-Patrick Brunet, Jocelyn Ahmed Mazari, Florent Bonnet, Maroua Gmati, Asma Farjallah, Paola Cinnella, Patrick Gallinari, Marc Schoenauer
NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design. CoRR (2024)
Ricardo Vinuesa, Jean Rabault, Hossein Azizpour, Stefan Bauer, Bingni W. Brunton, Arne Elofsson, Elias Jarlebring, Hedvig Kjellström, Stefano Markidis, David Marlevi, Paola Cinnella, Steven L. Brunton
Opportunities for machine learning in scientific discovery. CoRR (2024)
M. de Zordo-Banliat, G. Dergham, X. Merle, Paola Cinnella
Space-dependent turbulence model aggregation using machine learning. J. Comput. Phys. 497 (2024)
Anna Ivagnes, Niccolò Tonicello, Paola Cinnella, Gianluigi Rozza
Enhancing non-intrusive Reduced Order Models with space-dependent aggregation methods. CoRR (2024)
Ismaïl Ben Hassan Saïdi, Martin Schmelzer, Paola Cinnella, Francesco Grasso
CFD-driven symbolic identification of algebraic Reynolds-stress models. J. Comput. Phys. 457 (2022)
Florent Bonnet, Jocelyn Ahmed Mazari, Paola Cinnella, Patrick Gallinari
AirfRANS: High Fidelity Computational Fluid Dynamics Dataset for Approximating Reynolds-Averaged Navier-Stokes Solutions. NeurIPS (2022)
Florent Bonnet, Jocelyn Ahmed Mazari, Paola Cinnella, Patrick Gallinari
AirfRANS: High Fidelity Computational Fluid Dynamics Dataset for Approximating Reynolds-Averaged Navier-Stokes Solutions. CoRR (2022)
Aldo Serafino, Benoit Obert, Paola Cinnella
Multi-Fidelity Gradient-Based Strategy for Robust Optimization in Computational Fluid Dynamics. Algorithms 13 (10) (2020)
X. Merle, Paola Cinnella
Robust prediction of dense gas flows under uncertain thermodynamic models. Reliab. Eng. Syst. Saf. 183 (2019)
Grégoire Pont, Pierre Brenner, Paola Cinnella, Bruno Maugars, Jean-Christophe Robinet
Multiple-correction hybrid k-exact schemes for high-order compressible RANS-LES simulations on fully unstructured grids. J. Comput. Phys. 350 (2017)
Paola Cinnella, C. Content
High-order implicit residual smoothing time scheme for direct and large eddy simulations of compressible flows. J. Comput. Phys. 326 (2016)
X. Merle, Paola Cinnella
Bayesian quantification of thermodynamic uncertainties in dense gas flows. Reliab. Eng. Syst. Saf. 134 (2015)
Adrien Gomar, Quentin Bouvy, Frédéric Sicot, Guillaume Dufour, Paola Cinnella, Benjamin François
Convergence of Fourier-based time methods for turbomachinery wake passing problems. J. Comput. Phys. 278 (2014)