This repository is a public preview for the PA-ePINN study on efficient thermo-mechanical analysis around an energy pile.
The source code will be released after the related paper is published. At this stage, the repository only provides:
- pretrained PA-ePINN operator checkpoints;
- compressed FEM vs PA-ePINN animation demos for GitHub preview.
| File | Description |
|---|---|
operator.pt |
pretrained Poisson-ratio parameterized PA-ePINN operator |
operator_radius.pt |
pretrained radius-parameterized PA-ePINN operator |
assets/*.gif |
compressed FEM / PA-ePINN / error animation previews |
Each animation uses a 1 x 3 layout:
- FEM reference result
- PA-ePINN prediction
- absolute error with MRE annotation
This repository is intentionally minimal before publication. The full reproducible implementation, including FEM solvers, PA-ePINN model definitions, training scripts, evaluation scripts, and GIF generation code, will be released after the paper is formally published.
For questions about the preview materials, please contact the repository owner.