Earth System Dynamics
Earth System Dynamics
ESD
Articles | Volume 15, issue 3
Articles | Volume 15, issue 3
https://doi.org/10.5194/esd-15-735-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/esd-15-735-2024
© Author(s) 2024. This work is distributed under
the Creative Commons Attribution 4.0 License.
Articles | Volume 15, issue 3
Research article
 | 
13 Jun 2024
Research article |  | 13 Jun 2024

Distribution-based pooling for combination and multi-model bias correction of climate simulations

Mathieu Vrac, Denis Allard, Grégoire Mariéthoz, Soulivanh Thao, and Lucas Schmutz

Viewed

Total article views: 1,227 (including HTML, PDF, and XML)
HTML PDF XML Total Supplement BibTeX EndNote
987 188 52 1,227 73 33 41
  • HTML: 987
  • PDF: 188
  • XML: 52
  • Total: 1,227
  • Supplement: 73
  • BibTeX: 33
  • EndNote: 41
Views and downloads (calculated since 09 Jan 2024)
Cumulative views and downloads (calculated since 09 Jan 2024)

Viewed (geographical distribution)

Total article views: 1,227 (including HTML, PDF, and XML) Thereof 1,211 with geography defined and 16 with unknown origin.
Country # Views %
  • 1
1
 
 
 
 
Latest update: 14 Mar 2025
Download
Short summary
We aim to combine multiple global climate models (GCMs) to enhance the robustness of future projections. We introduce a novel approach, called "α pooling", aggregating the cumulative distribution functions (CDFs) of the models into a CDF more aligned with historical data. The new CDFs allow us to perform bias adjustment of all the raw climate simulations at once. Experiments with European temperature and precipitation demonstrate the superiority of this approach over conventional techniques.
Read more
Share
Altmetrics
Final-revised paper
Preprint