Articles | Volume 25, issue 11
Hydrol. Earth Syst. Sci., 25, 5667–5682, 2021
https://doi.org/10.5194/hess-25-5667-2021

Special issue: Experiments in Hydrology and Hydraulics

Hydrol. Earth Syst. Sci., 25, 5667–5682, 2021
https://doi.org/10.5194/hess-25-5667-2021

Research article 03 Nov 2021

Research article | 03 Nov 2021

Easy-to-use spatial random-forest-based downscaling-calibration method for producing precipitation data with high resolution and high accuracy

Chuanfa Chen et al.

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Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on hess-2021-332', Priscilla Minotti, 20 Jul 2021
    • AC1: 'Reply on RC1', Chuanfa chen, 20 Jul 2021
    • AC5: 'Reply on RC1', Chuanfa chen, 28 Aug 2021
  • RC2: 'Comment on hess-2021-332', Anonymous Referee #2, 22 Jul 2021
    • AC2: 'Reply on RC2', Chuanfa chen, 19 Aug 2021
  • RC3: 'Comment on hess-2021-332', Eric Gaume, 23 Jul 2021
    • AC3: 'Reply on RC3', Chuanfa chen, 19 Aug 2021
  • RC4: 'Comment on hess-2021-332', Anonymous Referee #4, 26 Jul 2021
    • AC4: 'Reply on RC4', Chuanfa chen, 19 Aug 2021
    • AC6: 'Reply on RC4', Chuanfa chen, 29 Aug 2021
  • EC1: 'Comment on hess-2021-332', Carla Ferreira, 26 Aug 2021
    • AC7: 'Reply on EC1', Chuanfa chen, 29 Aug 2021

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision
ED: Publish subject to revisions (further review by editor and referees) (30 Aug 2021) by Carla Ferreira
AR by Chuanfa chen on behalf of the Authors (01 Sep 2021)  Author's response    Author's tracked changes    Manuscript
ED: Publish subject to revisions (further review by editor and referees) (01 Sep 2021) by Carla Ferreira
AR by Chuanfa chen on behalf of the Authors (02 Sep 2021)  Author's response    Author's tracked changes    Manuscript
ED: Publish subject to revisions (further review by editor and referees) (02 Sep 2021) by Carla Ferreira
AR by Chuanfa chen on behalf of the Authors (03 Sep 2021)  Author's response    Author's tracked changes    Manuscript
ED: Referee Nomination & Report Request started (07 Sep 2021) by Carla Ferreira
RR by Anonymous Referee #4 (03 Oct 2021)
ED: Publish as is (07 Oct 2021) by Carla Ferreira
ED: Publish as is (11 Oct 2021) by Louise Slater(Executive Editor)
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Short summary
This study proposes an easy-to-use downscaling-calibration method based on a spatial random forest with the incorporation of high-resolution variables. The proposed method is general, robust, accurate and easy to use as it shows more accurate results than the classical methods in the study area with heterogeneous terrain morphology and precipitation. It can be easily applied to other regions where precipitation data with high resolution and high accuracy are urgently required.