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Time-series satellite image classification reveals comprehensive canopy loss of dense Thalassodendron ciliatum seagrass meadows at Cocos (Keeling) Islands

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Abstract

Seagrass meadows are among the most productive ecosystems on Earth and provide critical functions for marine life and associated fisheries. Yet, they are some of the most threatened ecosystems, mostly due to unregulated anthropogenic impacts and extreme climatic events associated with climate change. This study focuses on the seagrass ecosystems of the Cocos (Keeling) Islands in the eastern Indian Ocean, which have experienced a period of habitat loss. Through targeted assessment of satellite imagery and quantitative in situ habitat assessments, we demonstrate that the seagrass loss is more widespread than previously reported and includes the complete canopy loss of all described meadows of the dense, high-canopy seagrass species Thalassodendron ciliatum. Through support vector machine classification of a 14-year time series (2006—2020) of publicly available high-resolution satellite imagery, we demonstrate the temporal and spatial scale of the loss of the high-canopy seagrass meadows, which adds further evidence to the degradation of vegetated habitats at the Cocos (Keeling) Islands. We also discuss the potential drivers and the ecological and social implications arising from the degradation of complex seagrass habitats in a remote atoll.

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Data availability

All relevant data are within the paper, but further data, can be obtained from the authors of the study by contacting the corresponding author. As per agency policy, data are available (at no cost) but sharing of data must be covered by a "data sharing agreement" between the requesting party and the Department.

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Acknowledgements

Thanks are extended to Parks Australia and the Cocos Co-Op for logistical and field assistance. Thanks to DPIRD WA Aquatic Science and Assessment staff for field assistance and for reviews of this manuscript. Thanks also to the anonymous reviewers that improved the manuscript with their considered comments.

Funding

Funding for the opportunistic field components of this study were provided by the Australian Commonwealth Department of Infrastructure, Transport, Regional Development, Communications, and the Arts.

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Contributions

All authors contributed to the study conception, data collection and design. Material preparation, and analysis were performed by NK. The first draft of the manuscript was written by NK and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

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Correspondence to N. Konzewitsch.

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The authors have no competing interests to declare that are relevant to the content of this article.

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This article does not contain any studies involving animals performed by any of the authors.

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Responsible Editor: C. Wild.

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Konzewitsch, N., Evans, S.N. Time-series satellite image classification reveals comprehensive canopy loss of dense Thalassodendron ciliatum seagrass meadows at Cocos (Keeling) Islands. Mar Biol 171, 45 (2024). https://doi.org/10.1007/s00227-023-04369-z

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  • DOI: https://doi.org/10.1007/s00227-023-04369-z

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