Xiantao Fan
- Bayesian Conditional Diffusion Models for Versatile Spatiotemporal Turbulence Generation
2023/11/14 by Han Gao, Xu Han, Gao, Han +11 · 9 citations
Computer Science · Earth and Planetary Sciences · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations #Model Reduction and Neural Networks
- Neural Differentiable Modeling with Diffusion-Based Super-resolution for Two-Dimensional Spatiotemporal Turbulence
2024/06/28 by Xiantao Fan, Deepak Akhare, Fan, Xiantao +3 · 10 citations
Earth and Planetary Sciences · Engineering · Environmental Science · #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Meteorological Phenomena and Simulations #Wind and Air Flow Studies
- CoNFiLD: Conditional Neural Field Latent Diffusion Model Generating Spatiotemporal Turbulence
2024/03/09 by Pan Du, Meet Hemant Parikh, Du, Pan +7 · 6 citations
Earth and Planetary Sciences · #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Meteorological Phenomena and Simulations
- Differentiable hybrid neural modeling for fluid-structure interaction
2023/03/23 by Xiantao Fan, Fan, Xiantao, Jianxun Wang +1 · 3 citations
Engineering · Physics and Astronomy · #Computational Engineering #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Fluid Dynamics and Vibration Analysis #Lattice Boltzmann Simulation Studies #Model Reduction and Neural Networks #and Science (cs.CE)
- Simulating Three-dimensional Turbulence with Physics-informed Neural Networks
2025/07/11 by Sifan Wang, Shyam Sankaran, Wang, Sifan +7 · 1 voice · 7 citations
Computer Science · Earth and Planetary Sciences · Engineering · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computational Physics (physics.comp-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Fluid Dynamics and Turbulent Flows #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations #Model Reduction and Neural Networks #cs.AI #cs.LG #physics.comp-ph #physics.flu-dyn
- CoNFiLD-inlet: Synthetic Turbulence Inflow Using Generative Latent Diffusion Models with Neural Fields
2024/11/21 by Xin‐Yang Liu, Liu, Xin-Yang, Meet Hemant Parikh +11 · 4 citations
Physics and Astronomy · #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- Diff-FlowFSI: A GPU-Optimized Differentiable CFD Platform for High-Fidelity Turbulence and FSI Simulations
2025/05/29 by Xiantao Fan, Fan, Xiantao, Xin‐Yang Liu +7 · 1 voice · 5 citations
Engineering · Mathematics · Physics and Astronomy · #Fluid Dynamics and Turbulent Flows #Gas Dynamics and Kinetic Theory #Plasma and Flow Control in Aerodynamics #physics.flu-dyn