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Cinnella, Paola

  1. Quantification of Model Uncertainty in RANS Simulations: A Review
    2018/06/27 by Heng Xiao, Xiao, Heng, Paola Cinnella +1 · 7 citations
    Decision Sciences · Engineering · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Model Reduction and Neural Networks #Nuclear Engineering Thermal-Hydraulics #Probabilistic and Robust Engineering Design
  2. Assessment of a high-order shock-capturing central-difference scheme for\n hypersonic turbulent flow simulations
    2021/03/30 by Luca Sciacovelli, Sciacovelli, Luca, Donatella Passiatore +5 · 2 citations
    Engineering · Mathematics · #Computational Fluid Dynamics and Aerodynamics #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Gas Dynamics and Kinetic Theory
  3. NeurIPS 2024 ML4CFD Competition: Harnessing Machine Learning for Computational Fluid Dynamics in Airfoil Design
    2024/06/30 by Mouadh Yagoubi, David Danan, Yagoubi, Mouadh +17 · 5 citations
    Engineering · Physics and Astronomy · #Computational Engineering #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Fluid Dynamics (physics.flu-dyn) #Heat Transfer and Optimization #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Turbomachinery Performance and Optimization #and Science (cs.CE)
  4. Machine-learning-assisted Blending of Data-Driven Turbulence Models
    2024/10/18 by Mourad Oulghelou, Soufiane Cherroud, Oulghelou, Mourad +5 · 5 citations
    Earth and Planetary Sciences · Engineering · #Meteorological Phenomena and Simulations #Energy Load and Power Forecasting
  5. Space-dependent turbulence model aggregation using machine learning
    2023/01/21 by Maximilien de Zordo-Banliat, G. Dergham, de Zordo-Banliat, Maximilien +5 · 2 citations
    Decision Sciences · Engineering · Physics and Astronomy · #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Model Reduction and Neural Networks #Nuclear Engineering Thermal-Hydraulics #Probabilistic and Robust Engineering Design
  6. Data-driven turbulence modeling
    2024/04/13 by Cinnella, Paola · 1 citation
    #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn)
  7. Enhancing non-intrusive Reduced Order Models with space-dependent aggregation methods
    2024/03/08 by Anna Ivagnes, Ivagnes, Anna, Niccolò Tonicello +5 · 2 citations
    Engineering · #Evacuation and Crowd Dynamics #FOS: Mathematics #Fire Detection and Safety Systems #Industrial Technology and Control Systems #Numerical Analysis (math.NA)
  8. Recent developments and research needs in turbulence modeling of hypersonic flows
    2024/12/18 by Pratikkumar Raje, Raje, Pratikkumar, Eric Parish +7 · 1 citation
    Engineering · Mathematics · #Fluid Dynamics and Turbulent Flows #Gas Dynamics and Kinetic Theory