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

被引:0
作者
N. Konzewitsch
S. N. Evans
机构
[1] Western Australian Fisheries and Marine Research Laboratories,Department of Primary Industries and Regional Development
来源
Marine Biology | 2024年 / 171卷
关键词
Seagrass; Habitat loss; Indian Ocean; Satellite imagery; Cocos (Keeling) Islands; Marine ecosystem; Image classification;
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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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  • [1] Amran MA(2017)Mapping Seagrass Condition Using Google Earth Imagery J Eng Sci Tech Rev 10 7-90
  • [2] Bellchambers LM(2011)Modelling habitat associations of the common spider conch in the Cocos (Keeling) Islands Mar Ecol Prog Ser 432 83-8
  • [3] Meeuwig JJ(2014)Quantitative estimate of commercial fish enhancement by seagrass habitat in southern Australia Estuar Coast Shelf Sci 141 1-1448
  • [4] Evans SN(2021)Catastrophic loss of tropical seagrass habitats at the Cocos (Keeling) Islands due to multiple stressors Mar Pollut Bull 170 1437-48
  • [5] Legendre P(2020)Overgrazing of seagrass by sea urchins diminishes blue carbon stocks Ecosystems 23 20132890-282
  • [6] Blandon A(2014)Habitat collapse due to overgrazing threatens turtle conservation in marine protected areas Proc R Soc B Biol Sci 281 37-174
  • [7] zu Ermgassen PSE(2004)The relationship of reef fish densities to the proximity of mangrove and seagrass nurseries Estuar Coast Shelf Sci 60 277-232
  • [8] Buckee J(2006)Seagrass beds and mangroves as potential nurseries for the threatened Indo-Pacific humphead wrasse, Biol Conserv 129 159-509
  • [9] Hetzel Y(1999) and Caribbean rainbow parrotfish, Aquat Bot 65 13-1540
  • [10] Nyegaard M(2017)Seagrass biomass and production: a reassessment Front Mar Sci 4 223-195