search

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/
Other
995 stars 200 forks source link

Bayesian Inference for NNODE #682

Closed AstitvaAggarwal closed 1 year ago

AstitvaAggarwal commented 1 year ago

205 Bayesian Neural PDEs

For ODE solving

  1. Uses Turing.jl Models and for reference the turing_inference method in DiffEqBayes.jl. (my Turing.jl implementation is too slow)
  2. Return a MCMCChains.jl chain as a solution for further analysis and plotting.
  3. Uses AdvancedHMC.jl for faster sampling than Turing.jl, its Modular design.
xtalax commented 1 year ago

remember to write "Fixes #682" on a newline on the PR to show that you are fixing this issue :)