IWS inverse problem project

This repository contains the original Julia simulation script and Python methods for estimating wave amplitude a0 and interface depth D from magnetic time series.

Main folders

• IWScode.jl: original Julia simulation code.
• ml/: ML models, inverse refinement, tests, and the current report.

Quick start

cd ml
python -m pip install -e '.[dev]'
iws-ml inspect --data ../../simulation_results_2params_widen_a0.jld2
iws-ml train --data ../../simulation_results_2params_widen_a0.jld2 \
  --model feature_mlp --output artifacts/example
pytest -q

See ml/README.md for model commands and ml/provided_data_results_report.pdf for the three-dataset comparison.