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[Experiment] Forecasting/modelling efficiency instead of power #196

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Sukh-P opened this issue May 16, 2024 · 0 comments
Open

[Experiment] Forecasting/modelling efficiency instead of power #196

Sukh-P opened this issue May 16, 2024 · 0 comments

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@Sukh-P
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Sukh-P commented May 16, 2024

Normalising the target variable of power by irradiance to try and forecast efficiency instead

Detailed Description

Experiment to run on PVNet, assuming Power = Efficiency * Irradiance, we can try and model/forecast efficiency by normalising by one of the irradiance values we have in UKV or ECMWF NWPs and then running PVNet training

Context

This would be an interesting experiment to run to see what the model is learning and how this output differs when unnormalised compared to what we forecast for power. Inspired by some work @mattw294 has done on modelling efficiency to help PV power forecasts

Possible Implementation

Normalise the y, target variable, of power by the UKV dswrf downwards short-wave radiation flux value at the centre of each spatial window and then run PVNet training

@Sukh-P Sukh-P added the enhancement New feature or request label May 16, 2024
@Sukh-P Sukh-P changed the title [Experiment] Forecasting/model efficiency instead of power [Experiment] Forecasting/modelling efficiency instead of power May 16, 2024
@Sukh-P Sukh-P removed enhancement New feature or request labels May 16, 2024
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