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A comparison of global flood models using Sentinel-1 and a change detection approach

Author

Listed:
  • Axel Risling

    (KTH Royal Institute of Technology)

  • Sara Lindersson

    (Uppsala University)

  • Luigia Brandimarte

    (KTH Royal Institute of Technology)

Abstract

Advances in numerical algorithms, improvement of computational power and progress in remote sensing have led to the development of global flood models (GFMs), which promise to be a useful tool for large-scale flood risk management. However, performance and reliability of GFMs, especially in data-scarce regions, is still uncertain, as they are difficult to validate. Here we aim at contributing to develop alternative, more flexible, and consistent methods for GFM validation by applying a change detection analysis on synthetic aperture radar (CD-SAR) imagery obtained from the Sentinel-1 imagery, on a cloud-based geospatial analysis platform. The study addresses two main objectives. First, to validate four widely adopted GFMs with flood maps generated through the proposed CD-SAR approach. This exercise was conducted for eight different large river basins on four continents, to account for a diverse range of hydro-climatic environments. Second, to compare CD-SAR-derived flood maps with those obtained from alternative remote sensing sources. These comparative results offer valuable insights into the reliability of CD-SAR data as a validation tool, more specifically how it stacks up against flood maps generated by other remote sensing techniques.

Suggested Citation

  • Axel Risling & Sara Lindersson & Luigia Brandimarte, 2024. "A comparison of global flood models using Sentinel-1 and a change detection approach," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 120(12), pages 11133-11152, September.
  • Handle: RePEc:spr:nathaz:v:120:y:2024:i:12:d:10.1007_s11069-024-06629-7
    DOI: 10.1007/s11069-024-06629-7
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    References listed on IDEAS

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    1. Philip J. Ward & Brenden Jongman & Peter Salamon & Alanna Simpson & Paul Bates & Tom De Groeve & Sanne Muis & Erin Coughlan de Perez & Roberto Rudari & Mark A. Trigg & Hessel C. Winsemius, 2015. "Usefulness and limitations of global flood risk models," Nature Climate Change, Nature, vol. 5(8), pages 712-715, August.
    2. B. Tellman & J. A. Sullivan & C. Kuhn & A. J. Kettner & C. S. Doyle & G. R. Brakenridge & T. A. Erickson & D. A. Slayback, 2021. "Satellite imaging reveals increased proportion of population exposed to floods," Nature, Nature, vol. 596(7870), pages 80-86, August.
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