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Add skyview factor as input data #15

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JordiBolibar opened this issue Jun 25, 2024 · 0 comments
Open

Add skyview factor as input data #15

JordiBolibar opened this issue Jun 25, 2024 · 0 comments
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new input feature Addition of new input features for training

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@JordiBolibar
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The addition of skyview factor as a new input feature for training the models could better account for the local patterns related to shortwave radiation. This would imply:

  • Find a way to generate the raw data. This means running an available algorithm to compute this for a globally available DEM (e.g. SRTM pulled from OGGM).
  • Add this data in the DataProcessing module as part of the Dataset class. This would imply finding the coordinates of each stake/data point and pulling the right skyview factor value for each point.
  • Adding this in the training dataset and quantify if it has an added value.

And idea for a qualitative validation (beyond the quantitative ones based on training metrics) would be to use optical data of glaciers to see if shadow patters on glaciers are well captured by this new input feature.

@JordiBolibar JordiBolibar added the new input feature Addition of new input features for training label Jun 25, 2024
@JordiBolibar JordiBolibar changed the title Use skyview factor as input data Add skyview factor as input data Jun 25, 2024
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Labels
new input feature Addition of new input features for training
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