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docs: worked synthetic-data fit examples on the nine model pages - #43

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marcocaggioni merged 1 commit into
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rheofit-model-fit-examples
Oct 5, 2026
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marcocaggioni merged 1 commit into
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Each docs/models/<model>.md page now links out to the rheomodel model page and carries one worked example: generate a flow curve from rheomodel with known parameters (+ small noise, fixed seed), fit it with rheofit, and show the recovered parameters side by side with the truth, plus a data/fit/truth figure.

  • All code and outputs were produced by actually running the committed docs/generate_model_fit_examples.py (docs standard).
  • 8 models recover within ~11% at 2% noise; tccc (6 params) uses 0.5% noise with a one-line note on why.
  • Interactive explorers kept verbatim; the old fitting-prose sections were dropped — the example demonstrates the fitting now.

Independent branch off master; merge target is master.

Each docs/models/<model>.md page now links to the rheomodel page and
carries one worked example: generate a flow curve from rheomodel with
known parameters (+ small noise, fixed seed), fit it with rheofit, show
the recovered parameters. Figures and page outputs were produced by
actually running docs/generate_model_fit_examples.py (committed here).
The interactive explorers and fitting prose are unchanged otherwise -
the fitting prose sections were dropped, the example demonstrates it.
@marcocaggioni
marcocaggioni merged commit 35f197d into master Oct 5, 2026
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