Articles | Volume 21, issue 3
https://doi.org/10.5194/os-21-897-2025
https://doi.org/10.5194/os-21-897-2025
Research article
 | 
07 May 2025
Research article |  | 07 May 2025

Marine heatwaves in the Mediterranean Sea: a convolutional neural network study for extreme event prediction

Antonios Parasyris, Vassiliki Metheniti, Nikolaos Kampanis, and Sofia Darmaraki

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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-2024-4003', Alexander Nickerson, 17 Feb 2025
    • AC2: 'Reply on RC1', Antonios Parasyris, 01 Apr 2025
  • RC2: 'Comment on egusphere-2024-4003', Anonymous Referee #2, 07 Mar 2025
    • AC1: 'Reply on RC2', Antonios Parasyris, 01 Apr 2025
  • EC1: 'Comment on egusphere-2024-4003', Yonggang Liu, 08 Mar 2025
    • AC3: 'Reply on EC1', Antonios Parasyris, 01 Apr 2025

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
AR by Antonios Parasyris on behalf of the Authors (01 Apr 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Publish as is (03 Apr 2025) by Yonggang Liu
AR by Antonios Parasyris on behalf of the Authors (04 Apr 2025)
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Short summary
The Mediterranean faces more frequent and intense marine heat waves, harming ecosystems and fisheries. Using machine learning, we developed a model to forecast these events up to 7 d in the future, outperforming traditional methods. This approach enables faster, accurate forecasts, helping authorities mitigate impacts and protect marine resources.
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