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iss #524 add mlp with eqm correlation#525

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iss524-add-ml-mcp
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iss #524 add mlp with eqm correlation#525
rm-mol wants to merge 1 commit intodevfrom
iss524-add-ml-mcp

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@rm-mol rm-mol commented Aug 30, 2025

Closes #524

This is a proposal of a new correlation method, based on Multi Layer Perceptron using sklearn along with python-cmethods for Empirical Quantile Mapping from @btschwertfeger (Benjamin T. Schwertfeger. (2025). btschwertfeger/python-cmethods: v2.3.1 (v2.3.1). Zenodo. https://doi.org/10.5281/zenodo.15128642).

The MLP + EQM process is inspired by Vortex Remodelling method from @gcavero98.

Thanks to @phil-brad for his introduction to sklearn ML regressions.

Note that this code is just a proof-of-concept for the time being and was tested on 1 site only.

Formal validation MUST be done before using it for annual energy estimate.

@rm-mol rm-mol requested a review from stephenholleran August 30, 2025 14:28
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rm-mol commented Aug 30, 2025

All tests passed locally (except test_load_brighthub due to credentials not existing locally) on Python 3.12

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