Articles | Volume 24, issue 6
https://doi.org/10.5194/nhess-24-2003-2024
https://doi.org/10.5194/nhess-24-2003-2024
Research article
 | 
14 Jun 2024
Research article |  | 14 Jun 2024

Quantitative study of storm surge risk assessment in an undeveloped coastal area of China based on deep learning and geographic information system techniques: a case study of Double Moon Bay

Lichen Yu, Hao Qin, Shining Huang, Wei Wei, Haoyu Jiang, and Lin Mu

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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 nhess-2023-199', Anonymous Referee #1, 07 Mar 2024
    • AC1: 'Reply on RC1', Hao Qin, 15 Mar 2024
  • RC2: 'Comment on nhess-2023-199', Anonymous Referee #2, 09 Mar 2024
    • AC2: 'Reply on RC2', Hao Qin, 15 Mar 2024
      • RC3: 'Reply on AC2', Anonymous Referee #2, 16 Mar 2024
        • AC3: 'Reply on RC3', Hao Qin, 06 Apr 2024

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
ED: Reconsider after major revisions (further review by editor and referees) (10 Apr 2024) by Philip Ward
AR by Hao Qin on behalf of the Authors (10 Apr 2024)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (15 Apr 2024) by Philip Ward
RR by Anonymous Referee #2 (19 Apr 2024)
RR by Anonymous Referee #1 (19 Apr 2024)
ED: Publish subject to technical corrections (25 Apr 2024) by Philip Ward
AR by Hao Qin on behalf of the Authors (26 Apr 2024)  Manuscript 
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Short summary
This paper proposes a quantitative storm surge risk assessment method for data-deficient regions. A coupled model is used to simulate five storm surge scenarios. Deep learning is used to extract building footprints. Economic losses are calculated by combining adjusted depth–damage functions with inundation simulation results. Zoning maps illustrate risk levels based on economic losses, aiding in disaster prevention measures to reduce losses in coastal areas.
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