Update README.md
Browse files
README.md
CHANGED
|
@@ -15,6 +15,18 @@ The model is trained on the [Copernicus European Regional Reanalysis (CERRA)](ht
|
|
| 15 |
You can find the training and inference code, as well as information about how to use the checkpoints in our [GitHub repository](https://github.com/HPI-DeepLearning/Cerrora).
|
| 16 |
For more detailed information about the model, the training procedure, and the evaluation results, read our technical report (TODO: MISSING LINK).
|
| 17 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 18 |
## Model Architecture
|
| 19 |
|
| 20 |
Aurora is a 1.3B parameter model consisting of an encoder that projects the input into a fixed-size latent,
|
|
|
|
| 15 |
You can find the training and inference code, as well as information about how to use the checkpoints in our [GitHub repository](https://github.com/HPI-DeepLearning/Cerrora).
|
| 16 |
For more detailed information about the model, the training procedure, and the evaluation results, read our technical report (TODO: MISSING LINK).
|
| 17 |
|
| 18 |
+
In addition, this repository also contains a small preprocessed excerpt from the CERRA dataset and the IFS boundary conditions to facilitate easy
|
| 19 |
+
testing of the models.
|
| 20 |
+
Both CERRA and IFS-HRES are provided by ECMWF under the the Creative Commons Attribution 4.0 International license.
|
| 21 |
+
The full text of this license can be found [here](https://creativecommons.org/licenses/by/4.0/legalcode).
|
| 22 |
+
Compared to the original versions, our data is altered in some regards, for example we replace some variables with derived variables
|
| 23 |
+
for compatibility with the Aurora model.
|
| 24 |
+
This concerns the 10 meter wind, which is supplied as wind strength and direction in CERRA, and converted to u and v components.
|
| 25 |
+
We also calculate the specific humidity from the relative humidity supplied in CERRA
|
| 26 |
+
Additionally, we add a soil type static variable by interpolating the ERA5 soil type variable.
|
| 27 |
+
The scripts to replicate this preprocessing can be found in the GitHub repository.
|
| 28 |
+
|
| 29 |
+
|
| 30 |
## Model Architecture
|
| 31 |
|
| 32 |
Aurora is a 1.3B parameter model consisting of an encoder that projects the input into a fixed-size latent,
|