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
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| Trefwoorden |
Aggregation > Cluster analysis
Cluster analysis
Earth sciences > Geology > Geomorphology
Energy transfer > Radiative transfer
Information > Information processing > Data analysis > Analysis > Statistical analysis > Cluster analysis
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
ISEW, Indonesia, Moluccas
Marien/Kust |
| 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
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