Earth System Dynamics
Earth System Dynamics
ESD
Articles | Volume 12, issue 4
Articles | Volume 12, issue 4
https://doi.org/10.5194/esd-12-1253-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/esd-12-1253-2021
© Author(s) 2021. This work is distributed under
the Creative Commons Attribution 4.0 License.
Articles | Volume 12, issue 4
Research article
 | 
25 Nov 2021
Research article |  | 25 Nov 2021

Is time a variable like the others in multivariate statistical downscaling and bias correction?

Yoann Robin and Mathieu Vrac

Viewed

Total article views: 3,057 (including HTML, PDF, and XML)
HTML PDF XML Total Supplement BibTeX EndNote
2,227 742 88 3,057 210 85 65
  • HTML: 2,227
  • PDF: 742
  • XML: 88
  • Total: 3,057
  • Supplement: 210
  • BibTeX: 85
  • EndNote: 65
Views and downloads (calculated since 08 Apr 2021)
Cumulative views and downloads (calculated since 08 Apr 2021)

Viewed (geographical distribution)

Total article views: 3,057 (including HTML, PDF, and XML) Thereof 2,838 with geography defined and 219 with unknown origin.
Country # Views %
  • 1
1
 
 
 
 

Cited

Latest update: 01 Nov 2024
Download
Short summary
We propose a new multivariate downscaling and bias correction approach called time-shifted multivariate bias correction, which aims to correct temporal dependencies in addition to inter-variable and spatial ones. Our method is evaluated in a perfect model experiment context where simulations are used as pseudo-observations. The results show a large reduction of the biases in the temporal properties, while inter-variable and spatial dependence structures are still correctly adjusted.
Read more
Altmetrics
Final-revised paper
Preprint