MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSING
Coral reefs of the Arabian Gulf are subject to several pressures, thus requiring conservation actions. Well-designed conservation plans involve efficient mapping and monitoring systems. Satellite remote sensing is a cost-effective tool for seafloor mapping at large scales. Multispectral remote sensi...
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2016-06-01
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Series: | The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
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doaj-e99c8189dd734e7e8a3ca20c4d01045e2020-11-25T00:42:44ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342016-06-01XLI-B81111111310.5194/isprs-archives-XLI-B8-1111-2016MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSINGH. Ben-Romdhane0P. R. Marpu1H. Ghedira2T. B. M. J. Ouarda3Institute Centre for Water and Environment (iWater) Masdar Institute of Science and Technology, PO Box 54224, Abu Dhabi, United Arab EmiratesInstitute Centre for Water and Environment (iWater) Masdar Institute of Science and Technology, PO Box 54224, Abu Dhabi, United Arab EmiratesInstitute Centre for Water and Environment (iWater) Masdar Institute of Science and Technology, PO Box 54224, Abu Dhabi, United Arab EmiratesInstitute Centre for Water and Environment (iWater) Masdar Institute of Science and Technology, PO Box 54224, Abu Dhabi, United Arab EmiratesCoral reefs of the Arabian Gulf are subject to several pressures, thus requiring conservation actions. Well-designed conservation plans involve efficient mapping and monitoring systems. Satellite remote sensing is a cost-effective tool for seafloor mapping at large scales. Multispectral remote sensing of coastal habitats, like those of the Arabian Gulf, presents a special challenge due to their complexity and heterogeneity. The present study evaluates the potential of multispectral sensor DubaiSat-2 in mapping benthic communities of United Arab Emirates. We propose to use a spectral-spatial method that includes multilevel segmentation, nonlinear feature analysis and ensemble learning methods. Support Vector Machine (SVM) is used for comparison of classification performances. Comparative data were derived from the habitat maps published by the Environment Agency-Abu Dhabi. The spectral-spatial method produced 96.41% mapping accuracy. SVM classification is assessed to be 94.17% accurate. The adaptation of these methods can help achieving well-designed coastal management plans in the region.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLI-B8/1111/2016/isprs-archives-XLI-B8-1111-2016.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
H. Ben-Romdhane P. R. Marpu H. Ghedira T. B. M. J. Ouarda |
spellingShingle |
H. Ben-Romdhane P. R. Marpu H. Ghedira T. B. M. J. Ouarda MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSING The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
author_facet |
H. Ben-Romdhane P. R. Marpu H. Ghedira T. B. M. J. Ouarda |
author_sort |
H. Ben-Romdhane |
title |
MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSING |
title_short |
MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSING |
title_full |
MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSING |
title_fullStr |
MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSING |
title_full_unstemmed |
MAPPING OF CORAL REEF ENVIRONMENT IN THE ARABIAN GULF USING MULTISPECTRAL REMOTE SENSING |
title_sort |
mapping of coral reef environment in the arabian gulf using multispectral remote sensing |
publisher |
Copernicus Publications |
series |
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
issn |
1682-1750 2194-9034 |
publishDate |
2016-06-01 |
description |
Coral reefs of the Arabian Gulf are subject to several pressures, thus requiring conservation actions. Well-designed conservation plans involve efficient mapping and monitoring systems. Satellite remote sensing is a cost-effective tool for seafloor mapping at large scales. Multispectral remote sensing of coastal habitats, like those of the Arabian Gulf, presents a special challenge due to their complexity and heterogeneity. The present study evaluates the potential of multispectral sensor DubaiSat-2 in mapping benthic communities of United Arab Emirates. We propose to use a spectral-spatial method that includes multilevel segmentation, nonlinear feature analysis and ensemble learning methods. Support Vector Machine (SVM) is used for comparison of classification performances. Comparative data were derived from the habitat maps published by the Environment Agency-Abu Dhabi. The spectral-spatial method produced 96.41% mapping accuracy. SVM classification is assessed to be 94.17% accurate. The adaptation of these methods can help achieving well-designed coastal management plans in the region. |
url |
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLI-B8/1111/2016/isprs-archives-XLI-B8-1111-2016.pdf |
work_keys_str_mv |
AT hbenromdhane mappingofcoralreefenvironmentinthearabiangulfusingmultispectralremotesensing AT prmarpu mappingofcoralreefenvironmentinthearabiangulfusingmultispectralremotesensing AT hghedira mappingofcoralreefenvironmentinthearabiangulfusingmultispectralremotesensing AT tbmjouarda mappingofcoralreefenvironmentinthearabiangulfusingmultispectralremotesensing |
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1725280668938665984 |