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Mapping of coral reefs using hyperspectral CASI data; a case study: Fordata, Tanimbar, Indonesia
Bertels, L.; Vanderstraete, T.; Van Coillie, S.; Knaeps, E.; Sterckx, S.; Goossens, R.; Deronde, B. (2008). Mapping of coral reefs using hyperspectral CASI data; a case study: Fordata, Tanimbar, Indonesia. Int. J. Remote Sens. 29(8): 2359-2391. https://dx.doi.org/10.1080/01431160701408469
In: International Journal of Remote Sensing. Taylor & Francis: London. ISSN 0143-1161; e-ISSN 1366-5901, meer
Peer reviewed article  
Beschikbaar in  Auteurs | Dataset 
Trefwoorden
    Aggregation > Cluster analysis
    Cluster analysis
    Earth sciences > Geology > Geomorphology
    Energy transfer > Radiative transfer
    Information > Information processing > Data analysis > Analysis > Statistical analysis > Cluster analysis
    ISEW, Indonesia, Moluccas
    Mapping
    Measurement > Depth measurement > Bathymetry
    Models > Mathematical models
    Reefs > Biogenic deposits > Coral reefs
    Remote sensing
    Remote sensing > Geosensing > Airborne sensing
    Topography
    Topography > Topography (geology) > Bottom topography
    Marien/Kust
Auteurs  Top | Dataset 
  • Bertels, L., meer
  • Vanderstraete, T., meer
  • Van Coillie, S., meer
  • Knaeps, E., meer
Abstract
    Airborne remote sensing with a CASI-550 sensor has been used to map the benthic coverage and the bottom topography of the Pulau Nukaha coral reef located in the Tanimbar Archipelago (Southeast Moluccas, Eastern Indonesia). The image classification method adopted was performed in three steps. Firstly, five geomorphological reef components were identified using a supervised spectral angle mapping algorithm in combination with data collected during the field survey, i.e. benthic cover type, percentage cover and depth. Secondly, benthic cover mapping was performed for each of the five geomorphological components separately using an unsupervised hierarchical clustering algorithm followed by class aggregation using both spectral and spatial information. Finally, 16 benthic cover classes could be labelled using the benthic cover data collected during the field survey. The overall classification accuracy, calculated on the biological diverse fore reef, was 73% with a kappa coefficient of 0.63. A reliable bathymetric model (up to a depth of 15 m) of the Pulau Nukaha reef was also obtained using a semi-analytical radiative transfer model. When compared with independent in-situ depth measurements, the result proved relatively accurate (mean residual error: -0.9 m) and was consistent with the seabed topography (Pearson correlation coefficient: 86%).
Dataset
  • Hyperspectrale vliegtuig- en satellietopnamen Tanimbar (Indonesië), meer
Alle informatie in het Integrated Marine Information System (IMIS) valt onder het VLIZ Privacy beleid Top | Auteurs | Dataset 
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