Examples

Jupyter Notebooks

Explore these example notebooks to see POD-RBF in action:

Lid-Driven Cavity

A complete walkthrough using CFD data from a 2D lid-driven cavity simulation at various Reynolds numbers.

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What you'll learn:

• Building a snapshot matrix from CSV files
• Training a single-parameter model
• Visualizing predictions vs. ground truth

Multi-Parameter Example

Training a model with two input parameters.

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What you'll learn:

• Setting up multi-parameter training data
• Inference with multiple parameters
• Parameter space exploration

Heat Conduction

A simple heat conduction problem on a unit square.

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What you'll learn:

• Basic POD-RBF workflow
• Working with thermal simulation data

Shape Parameter Optimization

Exploring RBF shape parameter selection.

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What you'll learn:

• How shape parameters affect interpolation
• Automatic vs. manual shape parameter selection

Running the Examples

Clone the repository and install the package:

git clone https://github.com/kylebeggs/POD-RBF.git
cd POD-RBF
pip install -e .

Then open the Jupyter notebooks in the examples/ directory:

jupyter notebook examples/