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

被引:0
作者
Konzewitsch, N. [1 ]
Evans, S. N. [1 ]
机构
[1] Western Australian Fisheries & Marine Res Labs, Dept Primary Ind & Reg Dev, North Beach, WA 6920, Australia
关键词
Seagrass; Habitat loss; Indian Ocean; Satellite imagery; Thalassodendron; Cocos (Keeling) Islands; Marine ecosystem; Image classification; FISH KILL; CORAL; BED;
D O I
10.1007/s00227-023-04369-z
中图分类号
Q17 [水生生物学];
学科分类号
071004 ;
摘要
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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页数:6
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共 39 条
  • [1] Amran M.A., 2017, Journal of Engineering Science and Technology Review, V10, P18, DOI [10.25103/jestr.101.03, DOI 10.25103/JESTR.101.03]
  • [2] [Anonymous], 2022, ArcGIS Pro (Version 2.8.6)
  • [3] Modelling habitat associations of the common spider conch in the Cocos (Keeling) Islands
    Bellchambers, L. M.
    Meeuwig, J. J.
    Evans, S. N.
    Legendre, P.
    [J]. MARINE ECOLOGY PROGRESS SERIES, 2011, 432 : 83 - 90
  • [4] Quantitative estimate of commercial fish enhancement by seagrass habitat in southern Australia
    Blandon, Abigayil
    Ermgassen, Philine S. E. Zu
    [J]. ESTUARINE COASTAL AND SHELF SCIENCE, 2014, 141 : 1 - 8
  • [5] Catastrophic loss of tropical seagrass habitats at the Cocos (Keeling) Islands due to multiple stressors
    Buckee, Joanna
    Hetzel, Yasha
    Nyegaard, Marianne
    Evans, Scott
    Whiting, Scott
    Scott, Sarah
    Ayvazian, Suzanne
    van Keulen, Mike
    Verduin, Jennifer
    [J]. MARINE POLLUTION BULLETIN, 2021, 170
  • [6] Overgrazing of Seagrass by Sea Urchins Diminishes Blue Carbon Stocks
    Carnell, Paul E.
    Ierodiaconou, Daniel
    Atwood, Trisha B.
    Macreadie, Peter, I
    [J]. ECOSYSTEMS, 2020, 23 (07) : 1437 - 1448
  • [7] Habitat collapse due to overgrazing threatens turtle conservation in marine protected areas
    Christianen, Marjolijn J. A.
    Herman, Peter M. J.
    Bouma, Tjeerd J.
    Lamers, Leon P. M.
    van Katwijk, Marieke M.
    van der Heide, Tjisse
    Mumby, Peter J.
    Silliman, Brian R.
    Engelhard, Sarah L.
    de Kerk, Madelon van
    Kiswara, Wawan
    van de Koppel, Johan
    [J]. PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2014, 281 (1777)
  • [8] Seagrass beds and mangroves as potential nurseries for the threatened Indo-Pacific humphead wrasse, Cheilinus undulatus and Caribbean rainbow parrotfish, Scarus quacamaia
    Dorenbosch, M
    Grol, MGG
    Nagelkerken, I
    van der Velde, G
    [J]. BIOLOGICAL CONSERVATION, 2006, 129 (02) : 277 - 282
  • [9] The relationship of reef fish densities to the proximity of mangrove and seagrass nurseries
    Dorenbosch, M
    van Riel, MC
    Nagelkerken, I
    van der Velde, G
    [J]. ESTUARINE COASTAL AND SHELF SCIENCE, 2004, 60 (01) : 37 - 48
  • [10] Export from Seagrass Meadows Contributes to Marine Carbon Sequestration
    Duarte, Carlos M.
    Krause-Jensen, Dorte
    [J]. FRONTIERS IN MARINE SCIENCE, 2017, 4