Heng Xiao
- Turbulence Modeling in the Age of Data
2018/09/19 by Karthik Duraisamy, Gianluca Iaccarino, Heng Xiao · 73 citations
Physics and Astronomy · Decision Sciences · Engineering · #Model Reduction and Neural Networks #Probabilistic and Robust Engineering Design #Fluid Dynamics and Turbulent Flows
- Physics-informed machine learning: case studies for weather and climate modelling
2021/02/15 by Karthik Kashinath, Mohamed Elhafiz Mustafa, Adrian Albert +18 · 15 citations
Earth and Planetary Sciences · Environmental Science · Physics and Astronomy · #Climate variability and models #Meteorological Phenomena and Simulations #Model Reduction and Neural Networks
- Quantification of Model Uncertainty in RANS Simulations: A Review
2018/06/27 by Heng Xiao, Xiao, Heng, Paola Cinnella +1 · 4 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
- Flows Over Periodic Hills of Parameterized Geometries: A Dataset for Data-Driven Turbulence Modeling From Direct Simulations
2019/10/03 by Heng Xiao, Jinlong Wu, Xiao, Heng +5 · 3 citations
Engineering · Physics and Astronomy · #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Fluid Dynamics and Vibration Analysis #Model Reduction and Neural Networks
- Diffusion-Based Coarse Graining in Hybrid Continuum-Discrete Solvers: Theoretical Formulation and A Priori Tests
2014/08/29 by Rui Sun, Sun, Rui, Heng Xiao +1 · 1 citation
Engineering · #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fluid Dynamics Simulations and Interactions #Granular flow and fluidized beds #Lattice Boltzmann Simulation Studies
- Diffusion-Based Coarse Graining in Hybrid Continuum-Discrete Solvers: Applications in CFD-DEM
2014/08/29 by Rui Sun, Sun, Rui, Heng Xiao +1 · 1 citation
Engineering · #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics Simulations and Interactions #Granular flow and fluidized beds #Particle Dynamics in Fluid Flows
- Convolutional Neural Network for Transition Modeling Based on Linear\n Stability Theory
2020/05/06 by Muhammad I. Zafar, Heng Xiao, Zafar, Muhammad I. +11 · 1 citation
Engineering · Physics and Astronomy · #Fluid Dynamics and Turbulent Flows #Aerodynamics and Fluid Dynamics Research #Model Reduction and Neural Networks
- Recurrent Neural Network for End-to-End Modeling of Laminar-Turbulent Transition
2021/03/25 by Muhammad I. Zafar, Meelan M. Choudhari, Zafar, Muhammad I. +5 · 1 citation
Engineering · Physics and Astronomy · #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Fluid Dynamics and Vibration Analysis #Model Reduction and Neural Networks
- Assimilation of disparate data for enhanced reconstruction of turbulent mean flows
2021/03/27 by Xinlei Zhang, Zhang, Xin-Lei, Heng Xiao +5 · 1 citation
Earth and Planetary Sciences · Engineering · Environmental Science · #Meteorological Phenomena and Simulations #Fluid Dynamics and Turbulent Flows #Wind and Air Flow Studies
- Neural Network Based Pore Flow Field Prediction in Porous Media Using Super Resolution
2021/09/20 by Xuhui Zhou, James McClure, Zhou, Xu-Hui +5 · 1 citation
Earth and Planetary Sciences · Engineering · #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Geophysics (physics.geo-ph) #Hydraulic Fracturing and Reservoir Analysis #Hydrocarbon exploration and reservoir analysis #Seismic Imaging and Inversion Techniques
- First-principle-like reinforcement learning of nonlinear numerical schemes for conservation laws
2023/12/20 by Hao‐Chen Wang, Meilin Yu, Wang, Hao-Chen +3 · 1 citation
Engineering · Physics and Astronomy · #Fluid Dynamics and Turbulent Flows #Model Reduction and Neural Networks #Plasma and Flow Control in Aerodynamics
- End-to-end differentiable learning of turbulence models from indirect observations
2021/04/10 by Carlos A. Michelén Ströfer, Heng Xiao, Ströfer, Carlos A. Michelén +1 · 1 citation
Engineering · Physics and Astronomy · #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Fluid Dynamics and Vibration Analysis #Model Reduction and Neural Networks