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              The Copernicus land monitoring products and services are made available on a principle of full, open and free access, as established by the Commission Delegated Regulation (EU) No 1159/2013 of 12 July 2013.

              Free, full and open access to the products and services of the Copernicus Land Monitoring Service is made on the conditions that:

              1.     When distributing or communicating Copernicus Land Monitoring Service products and services (data, software scripts, web services, user and methodological documentation and similar) to the public, users shall inform the public of the source of these products and services.

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Input data:
Copernicus Sentinel-2 imagery (L2A) acquired from January to December for the reference year 2021.

Pre-processing:
A data reduction algorithm was applied on of the Sentinel-2 time-series to obtain a set of band quantiles. Additionally, a combination of polynomial and harmonic functions were fitted to the time-series of Normalized Difference Vegetation Index (NDVI) to derive harmonic coefficients.

Training data:
Sentinel-2 quantiles 2018, Open Street Maps, Microsoft Building Footprints and Google Open Buildings datasets.

Classification and prediction:
A modified deep convolutional neural network (CNN) called U-Net was trained. The trained model was applied to the  Sentinel-2 harmonics and quantiles input to predict built-up densities for the reference year 2021. 

Post-processing:
Binarization of the predicted built-up densities layer by applying a threshold of 10%.

Changes to previous release (2018):
- Introduction of a new production system and algorithm (U-Net CNN).
- Reduction of in-situ data dependency for dataset production.
- First Impervious Built-up Change (IBUC) layer (2018-2021).</gco:CharacterString>
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