SciML / NeuralPDE.jl

Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

https://docs.sciml.ai/NeuralPDE/stable/

SciML/NeuralPDE.jl Issues

GPU Compatibility Issue: Compilation Error with Complex-Valued Data in LuxCUDA Broadcasting Kernel
Updated a month ago5
Add support for equations with complex numbers
Closed 2 months ago20
NeuralPDE slows when using old weights and biases on a new but related ode
Closed 2 months ago3
Multithreaded test suite
Closed 3 months ago1
Allow users to write specialized data-free loss functions and use NeuralPDE training strategies
Updated 3 months ago2
Periodic boundary conditions isn't working.
Updated 3 months ago1
NeuralPDE with LuxAMDGPU, Optimize.solve throws error
Updated 3 months ago
Helping to solve complex system of DAE by NeuralPDE.
Updated 3 months ago32
Linear parabolic example throws an error on new julia install
Closed 3 months ago2
KeyError when solving Parameter Identification problem using NeuralPDE.jl
Updated 3 months ago9
Neural Adapter Documentation Example Not Working
Closed 3 months ago6
DGM Tutorial fails
Closed 3 months ago2
How can I solve complex-valued ordinary differential equations (ODEs) using neural networks, given limitations with complex data types in libraries like Lux?
Closed 3 months ago7
Can't get the @named pde_system to work with a ode system
Closed 3 months ago4
Bump CUDA Compat
Closed 4 months ago1
Problem in replicating INVERSE PROBELM tutorial on ODE
Closed 4 months ago23
NNODE training fails with `autodiff=true`
Updated 4 months ago7
Issue with NNStopping Example code
Closed 4 months ago4
Parameter Estimation in NNODE
Closed 4 months ago
Distance functions as a description of complex geometries
Updated 4 months ago1
NeuralPDE v.5.9 stops QuasiMonteCarlo from updating
Closed 5 months ago4
Documentation for BayesianPINN and ahmc_bayesian_pinn_pde
Closed 5 months ago
Encountering Precompilation Error Messages When Adding NeuralPDE Package in Julia
Closed 5 months ago3
Bayesian Inference for PDE PINN solver
Closed 5 months ago1
Parameter Estimation formulation in PINNs
Updated 6 months ago5
Importing NeuralPDE.jl before Interpolations.jl can lead to an error
Updated 8 months ago
BNNODE dosent support Lux chains Initparams, supporting fix for PR #749
Closed 8 months ago
fix NUTS kwargs handling and Default ode params vector
Closed 8 months ago
Improve documentation
Updated 9 months ago
API for BNNODE.
Closed 9 months ago1
one-dimensional heat equation
Closed 9 months ago
Solving for part of a PDE system.
Updated 9 months ago
Pushing to GPU with mixed int/float types in boundary conditions errors
Updated 10 months ago2
Bayesian Inference for NNODE
Closed 10 months ago1
Adaptive weighting of Bayesian physics informed neural networks.
Updated 10 months ago
Type issue in Julia v1.9
Closed 10 months ago1
Adaptive reweighting or modify neural network to solve complex system.
Closed 10 months ago7
Sporadic GPU compilation error mid-training
Updated 10 months ago2
Issued with sin and cos function after update version of NeuralPDE
Closed 10 months ago4
Precompilation warning
Closed a year ago1
Error in solution representation when using `Lux.BatchNorm`
Updated a year ago1
Add a more performant approximation for directional derivatives
Updated a year ago
Failed to precompile NeuralPDE
Closed a year ago
Parameters estimation using NeuralPDE.jl is not working for PDEs
Closed a year ago1
Parameters estimation using NeuralPDE.jl is not working for PDEs
Closed a year ago5
Demo not running
Closed a year ago10
Vector notation
Updated a year ago
Mesh-free algorithms
Updated a year ago
Rewrite NeuralPDE
Updated a year ago3
Time marching NNODE
Updated a year ago1