Automated Detection of Sargassum Invasions in the Caribbean Using Sentinel-1 Sar

Lauren Biermann*, Andrey Kurekin, Nicola Martin, Louise J. Schreyers, Daniel Clewley, Mahasweta Saha

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference paperAcademicpeer-review

Abstract

Introductions of non-indigenous species such as seaweeds to new ecosystems are one of the major threats to biodiversity and resilience of coastal and marine habitats. Across the Atlantic into the Caribbean and Gulf of Mexico, recurring invasions of Sargassum seaweeds are currently monitored using satellite sensors such as OLCI, VIIRS and MODIS. These optical sensors are, however, limited by cloud, and their coarse spatial resolution prevents detection of seaweed patches smaller than approximately 2000 m2 in size. Synthetic Aperture Radar (SAR) imagers, such as the sensor carried aboard Sentinel-1, may overcome both these limitations; detecting Sargassum through cloud at higher spatial resolutions.With a focus on open waters east of Barbados, we demonstrate the utility of Sentinel-1 GRDH SAR data for the detection of incoming Sargassum invasions. Application of a SARgassum index, which makes use of SAR data in predominantly VH-polarisation, improved contrast between Sargassum and background seawater. Downstream application of a Constant False Alarm Rate (CFAR) detector allowed for automated detection of floating Sargassum patches as small as 400 m2 in size. This is a five-fold improvement on MODIS, proving the utility of Sentinel-1 for monitoring of Sargassum in coastal to open waters that may also be impacted by cloud. Though SAR data collected by Sentinel-1 is not currently included in existing Sargassum monitoring efforts over the Caribbean and Gulf of Mexico, our results suggest that it is a valuable but overlooked resource.

Original languageEnglish
Title of host publicationIGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Proceedings
PublisherIEEE
Pages1433-1437
Number of pages5
ISBN (Electronic)9798350360325
ISBN (Print)9798350360332
DOIs
Publication statusPublished - 5 Sept 2024
Event2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024 - Athens, Greece
Duration: 7 Jul 202412 Jul 2024

Publication series

NameInternational Geoscience and Remote Sensing Symposium (IGARSS)
ISSN (Print)2153-6996
ISSN (Electronic)2153-7003

Conference/symposium

Conference/symposium2024 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2024
Country/TerritoryGreece
CityAthens
Period7/07/2412/07/24

Keywords

  • Invasive seaweed
  • Marine Monitoring
  • Remote Sensing
  • Sargassum
  • Sentinel-1 SAR

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