Articles | Volume 15, issue 1
Atmos. Meas. Tech., 15, 1–9, 2022
https://doi.org/10.5194/amt-15-1-2022
Atmos. Meas. Tech., 15, 1–9, 2022
https://doi.org/10.5194/amt-15-1-2022

Research article 03 Jan 2022

Research article | 03 Jan 2022

Wind speed and direction estimation from wave spectra using deep learning

Haoyu Jiang

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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 amt-2021-279', Anonymous Referee #1, 26 Sep 2021
    • AC1: 'Reply on RC1', Haoyu Jiang, 12 Oct 2021
      • AC2: 'Reply on AC1', Haoyu Jiang, 12 Oct 2021
      • RC4: 'Reply on AC1', Anonymous Referee #1, 19 Oct 2021
        • AC5: 'Reply on RC4', Haoyu Jiang, 20 Oct 2021
  • RC2: 'Comment on amt-2021-279', Anonymous Referee #2, 27 Sep 2021
    • AC3: 'Reply on RC2', Haoyu Jiang, 17 Oct 2021
  • RC3: 'Comment on amt-2021-279', Anonymous Referee #3, 12 Oct 2021
    • AC4: 'Reply on RC3', Haoyu Jiang, 17 Oct 2021

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision
AR by Haoyu Jiang on behalf of the Authors (21 Oct 2021)  Author's response    Author's tracked changes    Manuscript
ED: Referee Nomination & Report Request started (22 Oct 2021) by Ad Stoffelen
RR by Anonymous Referee #1 (01 Nov 2021)
RR by Anonymous Referee #3 (03 Nov 2021)
ED: Reconsider after major revisions (09 Nov 2021) by Ad Stoffelen
AR by Haoyu Jiang on behalf of the Authors (26 Nov 2021)  Author's response    Author's tracked changes    Manuscript
ED: Publish as is (28 Nov 2021) by Ad Stoffelen
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Short summary
Sea surface wind and waves are important ocean parameters that can be continuously observed by meteorological buoys. Meteorological buoys are sparse in the ocean due to their high cost of deployment and maintenance. In contrast, low-cost compact wave buoys are suited for deployment in large numbers. Although wave buoys are not designed for wind measurement, we found that deep learning can estimate wind from wave measurements accurately, making wave buoys a good-quality data source for sea wind.