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bobbobqin's Projects

adfem.jl icon adfem.jl

Innovative, efficient, and computational-graph-based finite element simulator for inverse modeling

autograd icon autograd

Efficiently computes derivatives of numpy code.

cann icon cann

Constitutive Artificial Neural Networks (CANNs) for modeling of hyperelastic materials

cann-1 icon cann-1

when using, please cite "A new family of Constitutive Artificial Neural Networks towards automated model discovery", CMAME, https://doi.org/10.1016/j.cma.2022.115731

cmad icon cmad

Constitutive Models via Automatic Differentiation

databook_python icon databook_python

IPython notebooks with demo code intended as a companion to the book "Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Steven L. Brunton and J. Nathan Kutz

deep-flow-prediction icon deep-flow-prediction

A framework for fluid flow (Reynolds-averaged Navier Stokes) predictions with deep learning

deepdistilling icon deepdistilling

Mechanistically interpretable neural networks losslessly compressed to computer code, discovering new algorithms that generalize out-of-distribution and outperform human-designed algorithms

deepmind-research icon deepmind-research

This repository contains implementations and illustrative code to accompany DeepMind publications

deeponet icon deeponet

Learning nonlinear operators via DeepONet

dtaas icon dtaas

:factory: :left_right_arrow: :busts_in_silhouette: Digital Twin as a Service

dual_number icon dual_number

Code for Automatic differentiation by using Hyper dual number

eqdiscovery icon eqdiscovery

Physics-informed learning of governing equations from scarce data

f3dam icon f3dam

Framework for Data-Driven Design and Analysis of Materials

fenics.jl icon fenics.jl

A scientific machine learning (SciML) wrapper for the FEniCS Finite Element library in the Julia programming language

fenics_tutorial icon fenics_tutorial

FEniCS tutorial prepared for the KITP Active Matter workshop (https://www.kitp.ucsb.edu/activities/active20)

fgn icon fgn

Code repo for Fluid Graph Network

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