IDEAS home Printed from https://ideas.repec.org/a/spr/nathaz/v120y2024i12d10.1007_s11069-024-06629-7.html
   My bibliography  Save this article

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
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11069-024-06629-7
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11069-024-06629-7?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kornelia Przestrzelska & Katarzyna Wartalska & Weronika Rosińska & Jakub Jurasz & Bartosz Kaźmierczak, 2024. "Climate Resilient Cities: A Review of Blue-Green Solutions Worldwide," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 38(15), pages 5885-5910, December.
    2. Sean Fox & Felix Agyemang & Laurence Hawker & Jeffrey Neal, 2024. "Integrating social vulnerability into high-resolution global flood risk mapping," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    3. Fangtian Liu & Erqi Xu & Hongqi Zhang, 2024. "Assessing typhoon disaster mitigation capacity and its uncertainty analysis in Hainan, China," 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(11), pages 9401-9420, September.
    4. Caroline Taylor & Tom R. Robinson & Stuart Dunning & J. Rachel Carr & Matthew Westoby, 2023. "Glacial lake outburst floods threaten millions globally," Nature Communications, Nature, vol. 14(1), pages 1-10, December.
    5. Cheng He & Yixiang Zhu & Lu Zhou & Jovine Bachwenkizi & Alexandra Schneider & Renjie Chen & Haidong Kan, 2024. "Flood exposure and pregnancy loss in 33 developing countries," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    6. Jeffrey D. Michler & Dewan Abdullah Al Rafi & Jonathan Giezendanner & Anna Josephson & Valerien O. Pede & Elizabeth Tellman, 2024. "Impact Evaluations in Data Poor Settings: The Case of Stress-Tolerant Rice Varieties in Bangladesh," Papers 2409.02201, arXiv.org.
    7. Xi Hu & Jim W. Hall & Peijun Shi & Wee Ho Lim, 2016. "The spatial exposure of the Chinese infrastructure system to flooding and drought hazards," 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. 80(2), pages 1083-1118, January.
    8. Yixiang Zhu & Cheng He & Jovine Bachwenkizi & Zafar Fatmi & Lu Zhou & Jian Lei & Cong Liu & Haidong Kan & Renjie Chen, 2024. "Burden of infant mortality associated with flood in 37 African countries," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    9. Hongshi Xu & Kui Xu & Tianye Wang & Wanjie Xue, 2022. "Investigating Flood Risks of Rainfall and Storm Tides Affected by the Parameter Estimation Coupling Bivariate Statistics and Hydrodynamic Models in the Coastal City," IJERPH, MDPI, vol. 19(19), pages 1-18, October.
    10. Alejandro H. Drexler & Ralf Meisenzahl, 2024. "Special issue on climate change and natural disasters," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 91(2), pages 255-261, June.
    11. Desirée Tullos & Elizabeth Byron & Gerald Galloway & Jayantha Obeysekera & Om Prakash & Yung-Hsin Sun, 2016. "Review of challenges of and practices for sustainable management of mountain flood hazards," 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. 83(3), pages 1763-1797, September.
    12. Xi Hu & Jim W. Hall & Peijun Shi & Wee Lim, 2016. "The spatial exposure of the Chinese infrastructure system to flooding and drought hazards," 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. 80(2), pages 1083-1118, January.
    13. Marcel Henkel, Eunjee Kwon, Pierre Magontier, 2022. "The Unintended Consequences of Post-Disaster Policies for Spatial Sorting," Diskussionsschriften credresearchpaper37, Universitaet Bern, Departement Volkswirtschaft - CRED.
    14. Mo Wang & Xiaoping Fu & Dongqing Zhang & Siwei Lou & Jianjun Li & Furong Chen & Shan Li & Soon Keat Tan, 2023. "Urban agglomeration waterlogging hazard exposure assessment based on an integrated Naive Bayes classifier and complex network analysis," 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. 118(3), pages 2173-2197, September.
    15. Pallavi Tomar & Suraj Kumar Singh & Shruti Kanga & Gowhar Meraj & Nikola Kranjčić & Bojan Đurin & Amitanshu Pattanaik, 2021. "GIS-Based Urban Flood Risk Assessment and Management—A Case Study of Delhi National Capital Territory (NCT), India," Sustainability, MDPI, vol. 13(22), pages 1-20, November.
    16. Changchun Peng & Zhijun Xie & Xing Jin, 2024. "Using Ensemble Learning for Remote Sensing Inversion of Water Quality Parameters in Poyang Lake," Sustainability, MDPI, vol. 16(8), pages 1-19, April.
    17. Yi Pan & Qiqi Yuan & Jinsong Ma & Lachun Wang, 2022. "Improved Daily Spatial Precipitation Estimation by Merging Multi-Source Precipitation Data Based on the Geographically Weighted Regression Method: A Case Study of Taihu Lake Basin, China," IJERPH, MDPI, vol. 19(21), pages 1-18, October.
    18. Capriolo, A. & Boschetto, R.G. & Mascolo, R.A. & Balbi, S. & Villa, F., 2020. "Biophysical and economic assessment of four ecosystem services for natural capital accounting in Italy," Ecosystem Services, Elsevier, vol. 46(C).
    19. Alexandra Toimil & Iñigo J. Losada & Pedro Díaz-Simal & Cristina Izaguirre & Paula Camus, 2017. "Multi-sectoral, high-resolution assessment of climate change consequences of coastal flooding," Climatic Change, Springer, vol. 145(3), pages 431-444, December.
    20. Alik Ismail-Zadeh, 2022. "Natural hazards and climate change are not drivers of disasters," 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. 111(2), pages 2147-2154, March.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:nathaz:v:120:y:2024:i:12:d:10.1007_s11069-024-06629-7. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.