xiaoh
Professor of Data-Driven Fluid Dynamics, University of Stuttgart
University of StuttgartStuttgart, Germany
Pinned Repositories
constitutive-neural-networks
Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME
DAFI
DAFI: Ensemble based data assimilation and field inversion, repository for internal development
data-driven-rans-modeling
Scatter code on data-driven RANS modeling associated with early papers
EllipticRSTM
Implementation of two RSTM with elliptic relaxation models
hybridFoam
Hybrid LES/RANS Solver for a consistent dual-mesh framework
para-database-for-PIML
DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling
pde_neural_operators
Frame invariance and scalability of neural operators for partial differential equations
sediFoam
CFD-DEM Solver with emphasis on sediment transport
turbulence-modeling-PIML
Data-driven Reynolds stress modeling with physics-informed machine learning
vector-cloud-closure-model
Code and data for article "Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids"
xiaoh's Repositories
xiaoh/sediFoam
CFD-DEM Solver with emphasis on sediment transport
xiaoh/turbulence-modeling-PIML
Data-driven Reynolds stress modeling with physics-informed machine learning
xiaoh/DAFI
DAFI: Ensemble based data assimilation and field inversion, repository for internal development
xiaoh/para-database-for-PIML
DNS data of flows over periodic hills with parameterized geometries, for data-driven turbulence modeling
xiaoh/constitutive-neural-networks
Code and data for article "Learning nonlocal constitutive models with neural networks", CMAME
xiaoh/hybridFoam
Hybrid LES/RANS Solver for a consistent dual-mesh framework
xiaoh/data-driven-rans-modeling
Scatter code on data-driven RANS modeling associated with early papers
xiaoh/EllipticRSTM
Implementation of two RSTM with elliptic relaxation models
xiaoh/pde_neural_operators
Frame invariance and scalability of neural operators for partial differential equations
xiaoh/vector-cloud-closure-model
Code and data for article "Frame-independent vector-cloud neural network for nonlocal constitutive modelling on arbitrary grids"
xiaoh/Bayesian-Inference-and-parameter-estimation
Illustrative examples for book chapter: parameter estimation and UQ