Articles | Volume 12, issue 4
https://doi.org/10.5194/esd-12-1253-2021
https://doi.org/10.5194/esd-12-1253-2021
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: 5,003 (including HTML, PDF, and XML)
HTML PDF XML Total Supplement BibTeX EndNote
3,550 1,232 221 5,003 448 233 246
  • HTML: 3,550
  • PDF: 1,232
  • XML: 221
  • Total: 5,003
  • Supplement: 448
  • BibTeX: 233
  • EndNote: 246
Views and downloads (calculated since 08 Apr 2021)
Cumulative views and downloads (calculated since 08 Apr 2021)

Viewed (geographical distribution)

Total article views: 5,003 (including HTML, PDF, and XML) Thereof 4,734 with geography defined and 269 with unknown origin.
Country # Views %
  • 1
1
 
 
 
 

Cited

Saved (final revised paper)

Latest update: 23 Oct 2026
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.
Share
Altmetrics
Final-revised paper
Preprint