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Demo (coming soon)

This page will host a precomputed example you can run quickly to verify the pipeline end-to-end without generating new simulations. You can compare the performance of physics-informed vs data-only models.

Status

The interactive demo is not live yet. This page documents the intended demo workflow and shows an example output.

Example output (placeholder)

Tracer truth vs prediction

What the demo will include (soon)

  • A small sample dataset (NetCDF)
  • Two model modes:
  • Physics OFF: data-only model
  • Physics ON: physics-informed model (PDE residual penalty)
  • One command (or a lightweight UI) to run inference
  • Outputs:
  • a prediction figure/GIF
  • a metrics summary (JSON/CSV)

Planned usage (placeholder)

From the code repo:

  • Install dependencies: uv sync
  • Run inference:
  • uv run python -m oae_pinn.demo --model physics_on --data demo
  • uv run python -m oae_pinn.demo --model physics_off --data demo

View code Reproduce guide