# Burgers' Equation Experiments

This directory contains Jupyter notebooks to reproduce the experiments and figures from the Frozen PINNs paper related to the **Burgers equation**.

## Directory

```
swimpde-paper/frozen_pinns/examples/burgers/
```

## Notebooks Overview

* **`frozen_pinn_swim.ipynb`**

  * Results for the **Frozen-PINNs** with periodic resampling of the basis functions using the SWIM algorithm.  

* **`frozen_pinn_elm.ipynb`**

  * Results for the **Frozen-PINNs** with basis functions sampled using the ELM algorithm. 


## Directory

```
swimpde-paper/frozen_pinns/examples/burgers/supplementary/
```

- Contains supplementary scripts with results of ablation studies and illustrative figures used in the paper. 
