Hyperspectral discrimination of coral reef benthic communities in the western Caribbean

被引:0
作者
Evanthia Karpouzli
Tim J. Malthus
Chris J. Place
机构
[1] University of Edinburgh,Institute of Geography, School of Geosciences
来源
Coral Reefs | 2004年 / 23卷
关键词
Hyperspectral; Reflectance; Coral; Algae; Seagrass; Discrimination; Derivative analysis; San Andres; Caribbean;
D O I
暂无
中图分类号
学科分类号
摘要
Determining a subset of wavelengths that best discriminates reef benthic habitats and their associated communities is essential for the development of remote sensing techniques to monitor them. This study measured spectral reflectance from 17 species of western Caribbean reef biota including coral, algae, seagrasses, and sediments, as well as healthy and diseased coral. It sought to extend the spectral library of reef-associated species found in the literature and to test the spectral discrimination of a hierarchy of habitats, community groups, and species. We compared results from hyperspectral reflectance and derivative datasets to those simulated for the three visible multispectral wavebands of the IKONOS sensor. The best discriminating subset of wavelengths was identified by multivariate stepwise selection procedure (discriminant function analysis). Best discrimination at all levels was obtained using the derivative dataset based on 6–15 non-contiguous wavebands depending on the level of the classification, followed by the hyperspectral reflectance dataset which was based on as few as 2–4 non-contiguous wavebands. IKONOS wavebands performed worst. The best discriminating subset of wavelengths in the three classification resolutions, and particularly those of the medium resolution, was in agreement with those identified by Hochberg and Atkinson (2003) and Hochberg et al. (2003) for reef communities worldwide. At all levels of classification, reflectance wavebands selected by the analysis were similar to those reported in recent studies carried out elsewhere, confirming their applicability in different biogeographical regions. However the greater accuracies achieved using the derivative datasets suggests that hyperspectral data is required for the most accurate classification of reef biotic systems.
引用
收藏
页码:141 / 151
页数:10
相关论文
共 23 条
  • [1] Andréfouët undefined(2001)undefined Remote Sens Environ 78 150-undefined
  • [2] Clark undefined(2000)undefined Int J Remote Sens 21 2321-undefined
  • [3] Dekker undefined(1992)undefined Remote Sens Environ 41 211-undefined
  • [4] Demetriades-Shah undefined(1990)undefined Remote Sens Environ 33 55-undefined
  • [5] Hedley undefined(2002)undefined Adv Mar Biol 43 277-undefined
  • [6] Hochberg undefined(2000)undefined Coral Reefs 19 164-undefined
  • [7] Hochberg undefined(2003)undefined Remote Sens Environ 85 174-undefined
  • [8] Hochberg undefined(2003)undefined Remote Sens Environ 85 159-undefined
  • [9] Holden undefined(1998)undefined Remote Sens Environ 65 217-undefined
  • [10] Holden undefined(1999)undefined Int J Remote Sens 20 2545-undefined