Application of a Multispectral SPOT Image for Land Use Classification in Sampean Watershed

This article described the process of land use classification at Sampean Watershed. The research was conducted in Sampean watershed to calculate the land use area using a multispectral SPOT image. Two SPOT image scenes were used to identify and classify the main nomenclature of land use. The resear...

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Main Authors: Januar Fery Irawan, Indarto
Format: Article
Language:English
Published: University of Lampung 2011-05-01
Series:Journal of Tropical Soils
Subjects:
Online Access:http://journal.unila.ac.id/index.php/tropicalsoil/article/view/160
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author Januar Fery Irawan
Indarto
author_facet Januar Fery Irawan
Indarto
author_sort Januar Fery Irawan
collection DOAJ
description This article described the process of land use classification at Sampean Watershed. The research was conducted in Sampean watershed to calculate the land use area using a multispectral SPOT image. Two SPOT image scenes were used to identify and classify the main nomenclature of land use. The research applied level 2A of SPOT image raw data which were obtained during 2004. Research methodology consisted of geometric correction of Image; image enhancement using high sharpen filter; un-supervised classification and supervised classification. The classification algorithm used the maximum likelihood in which pixels was classified based on their spectral signature. Several training areas were identified to define the region area. Supervised classification could classified 9 class of land uses, the classification of land use consist of irrigated paddy field (56.05%), rain fed paddy field (0.89%), forest (10.75%), urban area (8.69%), plantation (4.22%), barren land (11.19%), river (0.05%), cropland (7.98%), and bushes (0.19%). The overall classification accuracy was 84.21%. This work will be useful for hydrological modelling and management planning of the Watershed.
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spelling doaj.art-44f5a82990a643cda5e4f1478ddb21392022-12-21T23:44:51ZengUniversity of LampungJournal of Tropical Soils0852-257X2086-66822011-05-01162175181Application of a Multispectral SPOT Image for Land Use Classification in Sampean WatershedJanuar Fery IrawanIndartoThis article described the process of land use classification at Sampean Watershed. The research was conducted in Sampean watershed to calculate the land use area using a multispectral SPOT image. Two SPOT image scenes were used to identify and classify the main nomenclature of land use. The research applied level 2A of SPOT image raw data which were obtained during 2004. Research methodology consisted of geometric correction of Image; image enhancement using high sharpen filter; un-supervised classification and supervised classification. The classification algorithm used the maximum likelihood in which pixels was classified based on their spectral signature. Several training areas were identified to define the region area. Supervised classification could classified 9 class of land uses, the classification of land use consist of irrigated paddy field (56.05%), rain fed paddy field (0.89%), forest (10.75%), urban area (8.69%), plantation (4.22%), barren land (11.19%), river (0.05%), cropland (7.98%), and bushes (0.19%). The overall classification accuracy was 84.21%. This work will be useful for hydrological modelling and management planning of the Watershed.http://journal.unila.ac.id/index.php/tropicalsoil/article/view/160ClassificationsupervisedSampean watershedSPOT Imageunsupervised
spellingShingle Januar Fery Irawan
Indarto
Application of a Multispectral SPOT Image for Land Use Classification in Sampean Watershed
Journal of Tropical Soils
Classification
supervised
Sampean watershed
SPOT Image
unsupervised
title Application of a Multispectral SPOT Image for Land Use Classification in Sampean Watershed
title_full Application of a Multispectral SPOT Image for Land Use Classification in Sampean Watershed
title_fullStr Application of a Multispectral SPOT Image for Land Use Classification in Sampean Watershed
title_full_unstemmed Application of a Multispectral SPOT Image for Land Use Classification in Sampean Watershed
title_short Application of a Multispectral SPOT Image for Land Use Classification in Sampean Watershed
title_sort application of a multispectral spot image for land use classification in sampean watershed
topic Classification
supervised
Sampean watershed
SPOT Image
unsupervised
url http://journal.unila.ac.id/index.php/tropicalsoil/article/view/160
work_keys_str_mv AT januarferyirawan applicationofamultispectralspotimageforlanduseclassificationinsampeanwatershed
AT indarto applicationofamultispectralspotimageforlanduseclassificationinsampeanwatershed