hanfengzhai
Working on multiscale computational mechanics, scientific machine learning & design optimization for materials modeling & design
Stanford University452 Escondido Mall, Building 520, CA
Pinned Repositories
BayesianOptimization
A Python implementation of global optimization with gaussian processes.
BubbleNet
A physics-informed deep learning architecture for inferring bubble dynamics
DARPA-FFT
Time-series prediction model for the DARPA FFT Challenge
DeepONets
FNO-Elasticity
Using FNO to learning elasticity model of composite materials
hanfengzhai.github.io
Personal Webpage
multiscale-graphene-fracture
Source codes for study on multiscale bridging & thermal gradient effect on graphene crack propagation
PIDOC
Using physics-informed neural network to simulate nonlinear control
PyLAMDO
A Python-Lammps implementation for Materials Optimization and Design
OpenDiS
Open Source Dislocation Dynamics Simulation Framework and Libraries
hanfengzhai's Repositories
hanfengzhai/Bayesian-Neural-Networks
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
hanfengzhai/biofilm-simulation
2D biofilm simulation based on the implementation outlined in Introduction to Computational Science by Angela and George Shiflet.
hanfengzhai/CU-BENs
CU-BEN serial version: geometric and material nonlinear static and transient dynamic structural analysis/ linear acoustic fluid structure interaction
hanfengzhai/gae
Implementation of Graph Auto-Encoders in TensorFlow
hanfengzhai/ggnn
Gated Graph Sequence Neural Networks
hanfengzhai/GraphNAS
This directory contains code necessary to run the GraphNAS algorithm.
hanfengzhai/HesBO
The High-dimensional BayesOpt algorithms from "A Framework for Bayesian Optimization in Embedded Subspaces
hanfengzhai/mat_autoencode
hanfengzhai/mean-field-fcdnn
dl theory: opt control perspective
hanfengzhai/MultiscaleDiscovery
hanfengzhai/phaseChangeHeatFoam
OpenFOAM solver for boiling and condensation
hanfengzhai/rcs-latexdiff
A tool to generate a latexdiff of a file (contained in a RCS like Git, svn, Mercurial, etc.) for several version.
hanfengzhai/ThermalTools
LAMMPS plugins for thermal conductivity and density of states calculation