The EUPPBench postprocessing benchmark dataset v1.0

Demaeyer, Jonathan; Bhend, Jonas; Lerch, Sebastian; Primo, Cristina; Van Schaeybroeck, Bert; Atencia, Aitor; Ben Bouallègue, Zied; Chen, Jieyu; Dabernig, Markus; Evans, Gavin; Faganeli Pucer, Jana; Hooper, Ben; Horat, Nina; Jobst, David; Merše, Janko; Mlakar, Peter; Möller, Annette; Mestre, Olivier; Taillardat, Maxime; Vannitsem, Stéphane

doi:https://doi.org/10.5194/essd-15-2635-2023

Articles | Volume 15, issue 6

https://doi.org/10.5194/essd-15-2635-2023

© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.

Special issue:

Benchmark datasets and machine learning algorithms for Earth...

https://doi.org/10.5194/essd-15-2635-2023

© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.

Articles | Volume 15, issue 6

Data description paper

|

28 Jun 2023

Data description paper |

| 28 Jun 2023

The EUPPBench postprocessing benchmark dataset v1.0

Jonathan Demaeyer, Jonas Bhend, Sebastian Lerch, Cristina Primo, Bert Van Schaeybroeck, Aitor Atencia, Zied Ben Bouallègue, Jieyu Chen, Markus Dabernig, Gavin Evans, Jana Faganeli Pucer, Ben Hooper, Nina Horat, David Jobst, Janko Merše, Peter Mlakar, Annette Möller, Olivier Mestre, Maxime Taillardat, and Stéphane Vannitsem

Supplement

https://doi.org/10.5194/essd-15-2635-2023-supplement

Data sets

EUPPBench postprocessing benchmark dataset - station data Jonas Bhend, Markus Dabernig, Jonathan Demaeyer, Olivier Mestre, and Maxime Taillardat https://doi.org/10.5281/zenodo.7708362

ESSD benchmark output data Jieyu Chen, Markus Dabernig, Jonathan Demaeyer, Gavin Evans, Jana Faganeli Pucer, Ben Hooper, Nina Horat, David Jobst, Sebastian Lerch, Peter Mlakar, Annette Möller, Janko Merše, and Zied Ben Bouallègue https://doi.org/10.5281/zenodo.7798350

EUPPBench postprocessing benchmark dataset - gridded data - Part I Jonathan Demaeyer https://doi.org/10.5281/zenodo.7429236

EUPPBench datasets EUMETNET https://eupp-benchmark.github.io/EUPPBench-doc/files/EUPPBench_datasets.html

Model code and software

ESSD benchmark code Chen, Jieyu; Dabernig, Markus; Demaeyer, Jonathan; Evans, Gavin; Hooper, Ben; Horat, Nina; Jobst, David; Lerch, Sebastian; Mlakar, Peter; Möller, Annette; Zied Ben Bouallègue https://github.com/EUPP-benchmark/ESSD-benchmark

EUPP-benchmark/ESSD-DRN: version 1.0 release Jieyu Chen, Nina Horat, and S. Lerch https://doi.org/10.5281/zenodo.7477698

EUPP-benchmark/ESSD-EMOS: version 1.0 release Markus Dabernig https://doi.org/10.5281/zenodo.7477749

EUPP-benchmark/ESSD-reliability-calibration: version 1.0 release Gavin Evans and Ben Hooper https://doi.org/10.5281/zenodo.7476590

EUPP-benchmark/ESSD-DVQR: version 1.0 release David Jobst https://doi.org/10.5281/zenodo.7477640

EUPP-benchmark/ESSD-AR-EMOS: version 1.0 release Annette Möller https://doi.org/10.5281/zenodo.7477633

EUPP-benchmark/ESSD-Verification: version 1.0 release Cristina Primo-Ramos, Jonas Bhend, Aitor Atencia, Bert Van schaeybroeck, and Jonathan Demaeyer https://doi.org/10.5281/zenodo.7484371

EUPP-benchmark/ESSD-ASRE: version 1.0 release Zied Ben Bouallègue https://doi.org/10.5281/zenodo.7477735

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Short summary

A benchmark dataset is proposed to compare different statistical postprocessing methods used in forecasting centers to properly calibrate ensemble weather forecasts. This dataset is based on ensemble forecasts covering a portion of central Europe and includes the corresponding observations. Examples on how to download and use the data are provided, a set of evaluation methods is proposed, and a first benchmark of several methods for the correction of 2 m temperature forecasts is performed.