Bridging the gap in deep seafloor management: Ultra fine-scale ecological habitat characterization of large seascapes

Ole Johannes Ringnander Sørensen, Itai van Rijn, Shai Einbinder, Hagai Nativ, Aviad Scheinin, Ziv Zemah-Shamir, Eyal Bigal, Leigh Livne, Anat Tsemel, Or M. Bialik, Gleb Papeer, Dan Tchernov, Yizhaq Makovsky

Research output: Contribution to journalArticlepeer-review

Abstract

The United Nations' sustainable development goal to designate 30% of the oceans as marine protected areas by 2030 requires practical management tools, and in turn ecologically meaningful mapping of the seafloor. Particularly challenging is the mesophotic zone, a critical component of the marine system, a biodiversity hotspot, and a potential refuge. Here, we introduce a novel seafloor habitat management workflow, integrating cm-scale synthetic aperture sonar (SAS) and multibeam bathymetry surveying with efficient ecotope characterization. In merely 6 h, we mapped ~5 km2 of a complex mesophotic reef at sub-metric resolution. Applying a deep learning classifier on the SAS imagery, we classified four habitats with an accuracy of 84% and defined relevant fine-scale ecotones. Visual census with precise in situ sampling guided by SAS images for navigation were utilized for ecological characterization of mapped units. Our preliminary fish surveys indicate the ecological importance of highly complex areas and rock/sand ecotones. These less abundant habitats would be largely underrepresented if surveying the area without prior consideration. Thus, our approach is demonstrated to generate scalable habitat maps at resolutions pertinent to relevant biotas, previously inaccessible in the mesophotic, advancing ecological modeling and management of large seascapes.

Original languageEnglish
JournalRemote Sensing in Ecology and Conservation
DOIs
StateAccepted/In press - 2025

Bibliographical note

Publisher Copyright:
© 2025 The Author(s). Remote Sensing in Ecology and Conservation published by John Wiley & Sons Ltd on behalf of Zoological Society of London.

Keywords

  • Benthic habitat classification
  • fish habitat
  • marine protected area management
  • mesophotic rocky reef
  • synthetic aperture sonar

ASJC Scopus subject areas

  • Ecology, Evolution, Behavior and Systematics
  • Ecology
  • Computers in Earth Sciences
  • Nature and Landscape Conservation

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