neural-pde

There are 2 repositories under neural-pde topic.

SciML / DiffEqFlux.jl
Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
neural-ode neural-sde neural-pde neural-dde neural-differential-equations stiff-ode ordinary-differential-equations stochastic-differential-equations delay-differential-equations partial-differential-equations neural-networks differentialequations differential-equations scientific-ml scientific-ai neural-jump-diffusions neural-sdes scientific-machine-learning pinn physics-informed-learning
Language:Julia 843
tensordiffeq / TensorDiffEq
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
pinns scientific-machine-learning tensorflow tensorflow2 physics-informed-learning physics-informed-neural-networks gpu gpu-computing gpu-acceleration multi-gpu multi-gpu-training neural-networks differential-equations neural-pde collocation distributed-systems
Language:Python 107
MachineLearningJournalClub / MLJC-UniTo-ProjectX-2020-public
Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)
scientific-machine-learning differential-equations wildfire-propagation machine-learning sci-ml neural-pde partial-differential-equations pinns neural-network wrf
Language:Jupyter Notebook 43
shuoyang2000 / neural_hybrid_cbf
Code for "Learning Local Control Barrier Functions for Safety Control of Hybrid Systems" by S. Yang, Y. Chen, X. Yin, R. Mangharam
autonomous-racing control-barrier-functions hybrid-systems machine-learning neural-pde
Language:Python 5
akapet00 / schrodinger
Comparison of numerical solutions of the 1-D time-independent Schrödinger equation obtained through FDM, FEM and the neural network approach.
finite-difference-method finite-element-method neural-pde numerical-analysis schrodinger-equation
Language:Python 4
Saydemr / protein-essentiality-prediction
Neural PDEs tested on protein networks
gnn neural-pde
Language:Jupyter Notebook 3
akapet00 / neural-bhte
Numerical solution and uncertainty quantification of Pennes' bioheat transfer equation in 1-D using deep neural network solver.
neural-pde mc-dropout bioheat-transfer-equation uncertainty-quantification
Language:Jupyter Notebook