Revision of the hysteresis notebook to include the method implemented in the module axen_ocp

[chtamar]

Description

This PR is an extension of PR #4816, where an empirical method was proposed to handle hysteresis in the open-circuit potential.

This method is similar to the Wycisk approach, but it skips the need of calculating the differentiation dU = self.phase_param.U(sto_surf, T_bulk).diff(sto_surf), and defines separate decay rates for lithiation and delithiation.

The method is activated by passing the keyword "Axen" to the model option "open-circuit potential".

Fixes #4851

Type of change

This PR updates the notebook docs/source/examples/notebooks/models/differential-capacity-hysteresis-state.ipynb to show the features of a newly implemented hysteresis method, comparing it to the current-sigmoid and Wycisk's methods.

A brief explanation of the method is added to the notebook together with an example simulation.

The relevant section of the CHANGELOG.md file has also been updated to reflect the change.

Important checks:

Please confirm the following before marking the PR as ready for review:

• No style issues: nox -s pre-commit
• All tests pass: nox -s tests
• The documentation builds: nox -s doctests
• Code is commented for hard-to-understand areas
• Tests added that prove fix is effective or that feature works

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Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 98.71%. Comparing base (f171572) to head (8deec30).
Report is 78 commits behind head on develop.

Additional details and impacted files

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  Coverage    98.70%   98.71%           
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  Files          304      304           
  Lines        23482    23495   +13     
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+ Hits         23179    23192   +13     
  Misses         303      303           

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[rtimms]

thanks @chtamar looks good to me!

[chtamar]

thanks @chtamar looks good to me!

Thanks @rtimms