Sophon
Sophon.jl provides specialized neural networks and neural operators for Physics-informed machine learning.
Use the documentation to explore the features.
Please star this repository if you find it useful.
Installation
To install Sophon, please open Julia's interactive session (REPL) and press ] key in the REPL to use the package mode, then type the following command
pkg> add SophonGallery
 |
 |
 |
 |
|---|---|---|---|
| Function Fitting | Multi-scale Poisson Equation | Convection Equation | Helmholtz Equation |
 |
 |
 |
 |
| Allen-Cahn Equation | Schrödinger Equation | L-shaped Domain | SOD Shock Tube |
Examples
More examples can be found in Sophon-Examples
Related Libraries
What's the difference between this package and NeuralPDE.jl?
The biggest difference is the explicit control over data sampling. Note that we have an example of an L-shape domain, and there is an example of a disk with a hole in this file.