Articles | Volume 18, issue 14
https://doi.org/10.5194/gmd-18-4625-2025
https://doi.org/10.5194/gmd-18-4625-2025
Development and technical paper
 | 
29 Jul 2025
Development and technical paper |  | 29 Jul 2025

Interpolating turbulent heat fluxes missing from a prairie observation on the Tibetan Plateau using artificial intelligence models

Quanzhe Hou, Zhiqiu Gao, Zexia Duan, and Minghui Yu

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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 egusphere-2023-2685', Anonymous Referee #1, 07 Feb 2024
    • AC1: 'Reply on RC1', Quanzhe Hou, 01 Apr 2024
  • RC2: 'Comment on egusphere-2023-2685', Anonymous Referee #2, 19 Feb 2024
    • AC2: 'Reply on RC2', Quanzhe Hou, 01 Apr 2024

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
AR by Quanzhe Hou on behalf of the Authors (05 May 2024)  Author's response   Author's tracked changes 
EF by Sarah Buchmann (16 May 2024)  Manuscript 
ED: Referee Nomination & Report Request started (16 May 2024) by Le Yu
RR by Anonymous Referee #2 (01 Jun 2024)
RR by Anonymous Referee #1 (05 Jun 2024)
ED: Reconsider after major revisions (08 Jul 2024) by Le Yu
AR by Quanzhe Hou on behalf of the Authors (12 Aug 2024)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (20 Aug 2024) by Le Yu
RR by Anonymous Referee #1 (21 Aug 2024)
RR by Anonymous Referee #3 (30 Aug 2024)
RR by Anonymous Referee #4 (08 Sep 2024)
RR by Anonymous Referee #5 (13 Sep 2024)
RR by Ye Liu (17 Sep 2024)
ED: Reconsider after major revisions (26 Sep 2024) by Le Yu
AR by Quanzhe Hou on behalf of the Authors (06 Nov 2024)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (21 Nov 2024) by Le Yu
RR by Ye Liu (11 Dec 2024)
RR by Anonymous Referee #7 (19 Dec 2024)
ED: Reconsider after major revisions (21 Dec 2024) by Le Yu
AR by Quanzhe Hou on behalf of the Authors (08 Jan 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (06 Feb 2025) by Le Yu
RR by Anonymous Referee #7 (14 Feb 2025)
ED: Publish subject to minor revisions (review by editor) (22 Feb 2025) by Le Yu
AR by Quanzhe Hou on behalf of the Authors (26 Feb 2025)
EF by Vitaly Muravyev (04 Mar 2025)  Manuscript   Author's response   Author's tracked changes   Supplement 
ED: Publish as is (14 Mar 2025) by Le Yu
AR by Quanzhe Hou on behalf of the Authors (20 Mar 2025)
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Short summary
This study evaluates various machine learning and statistical methods for interpolating turbulent heat flux data over the Tibetan Plateau. The Transformer model showed the best performance, leading to the development of the Transformer_CNN model, which combines global and local attention mechanisms. Results show that Transformer_CNN outperforms the other models and was successfully applied to interpolate heat flux data from 2007 to 2016.
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