Articles | Volume 26, issue 9
https://doi.org/10.5194/hess-26-2387-2022
https://doi.org/10.5194/hess-26-2387-2022
Research article
 | 
09 May 2022
Research article |  | 09 May 2022

Impact of spatial distribution information of rainfall in runoff simulation using deep learning method

Yang Wang and Hassan A. Karimi

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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-2021-371', Anonymous Referee #1, 05 Oct 2021
    • AC1: 'Reply on RC1', Yang Wang, 09 Oct 2021
    • AC2: 'Reply on RC1', Yang Wang, 11 Oct 2021
  • CC1: 'Comment on hess-2021-371', Qingtai Qiu, 24 Oct 2021
    • AC3: 'Reply on CC1', Yang Wang, 27 Oct 2021
  • RC2: 'Comment on hess-2021-371', Anonymous Referee #2, 12 Nov 2021
    • AC4: 'Reply on RC2', Yang Wang, 19 Nov 2021
  • EC1: 'Comment on hess-2021-371', Dimitri Solomatine, 30 Nov 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 Nov 2021) by Dimitri Solomatine
AR by Yang Wang on behalf of the Authors (03 Jan 2022)  Author's response    Author's tracked changes    Manuscript
ED: Referee Nomination & Report Request started (06 Jan 2022) by Dimitri Solomatine
RR by Anonymous Referee #1 (17 Jan 2022)
RR by Anonymous Referee #2 (24 Feb 2022)
ED: Publish subject to minor revisions (review by editor) (18 Mar 2022) by Dimitri Solomatine
AR by Yang Wang on behalf of the Authors (24 Mar 2022)  Author's response    Author's tracked changes    Manuscript
ED: Publish as is (08 Apr 2022) by Dimitri Solomatine
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Short summary
We found that rainfall data with spatial information can improve the model's performance, especially when simulating the future multi-day discharges. We did not observe that regional LSTM as a regional model achieved better results than LSTM as individual model. This conclusion applies to both one-day and multi-day simulations. However, we found that using spatially distributed rainfall data can reduce the difference between individual LSTM and regional LSTM.