Robson, Natalie, Palmer, Carol, Banks, Sam, Thums, Michele, Grech, Alana, Day, Joanna, Kakadu Rangers, Risk, Robert, Cooper, Dylan, and Hooper, Garnet (2025) Marine habitat mapping of green turtle (Chelonia mydas) foraging grounds in the Northern Territory, Australia. Marine and Freshwater Research, 76. MF25031.

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Abstract

Context: Green turtles (Chelonia mydas) are listed as vulnerable in Australia and are culturally significant to Indigenous Traditional Owners. However, their foraging habitats remain poorly understood, particularly in northern Australia.

Aims: To map green turtle foraging habitats in the Northern Territory, through collaboration with Traditional Owners and ranger groups to support Sea Country management.

Methods: Visual classifications of towed video transect data were used in a Support Vector Machine Learning Model to predict habitat across 379 km2 of remotely sensed satellite imagery, encompassing two green turtle foraging grounds within jointly managed parks, namely, Trepang Bay (Garig Gunak Barlu Marine Park) and Field Island (Kakadu National Park).

Key results: Foraging turtle habitat; algae and seagrass made up 30% of the Trepang Bay and 18.05% of the Field Island foraging areas. The classification accuracy of the model showed a high level of agreement at both sites (0.63 and 0.75 respectively).

Conclusion: These habitats provide good foraging grounds for green turtles and support different age classes for various behaviours, including resting and predator avoidance.

Implications: The simple and repeatable field methods used in this study allow for ongoing monitoring by ranger groups. The findings will support conservation planning and management in the Northern Territory.

Item ID:	86404
Item Type:	Article (Research - C1)
ISSN:	1448-6059
Copyright Information:	© 2025 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY-NC-ND)
Funders:	Australian Research Council (ARC)
Projects and Grants:	ARC Linkage Grant LP200100222
Date Deposited:	28 Jul 2025 23:48
FoR Codes:	41 ENVIRONMENTAL SCIENCES > 4102 Ecological applications > 410299 Ecological applications not elsewhere classified @ 100%
SEO Codes:	18 ENVIRONMENTAL MANAGEMENT > 1802 Coastal and estuarine systems and management > 180201 Assessment and management of coastal and estuarine ecosystems @ 100%
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