Preprocessing for EURAD-IM data
In this branch, the preprocessing for the EURAD-IM data, to be used in scope of DestinE-AQ DE_370c, will be set up.
In short, three forms of archived EURAD-IM forecast products are available:
- coarse forecasts at 5 km-resolution (2012 - 2017)
- coarse forecasts at 3 km-resolution (2018 - now)
- high-resolved forecasts at 1 km-resolution (2012- now)
The two former will be used as input data in a two-step training procedure. First, the downscaling model will be trained on the 5 km-forecasts and then further finetuned on the 3 km-forecasts. Since the U-Net inputs bilinearly interpolated data on the target grid (1 km-data here), this procedure is possible.
Thus, the result of this branch will be a script called preprocess_data_eurad_im.py
incl. corresponding CDO grid descriptions.
Edited by Michael Langguth