Title :
Land cover fractions Mapping using MODIS IMAGERY Over Nanggroe Aceh Darussalam (NAD) Province after Tsunami
Author :
Surbakti, M.S. ; Lim, H.S. ; MatJafri, M.Z. ; Abdullah, K. ; Saleh, N. Mohd
Author_Institution :
Syiah Kuala Univ., Banda Aceh
Abstract :
Land cover analysis plays an important role in many environmental applications nowadays. The objective of this study is to assess the capability of Moderate Resolution Imaging Spectroradiometer (MODIS) scene for land cover mapping over Nanggroe Aceh Darussalam (NAD) province, Indonesia. Standard supervised classification techniques were used in this study namely maximum likelihood, minimum distance-to-mean and parallelepiped (with Maximum Likelihood Tie Resolution). Geomatica 9.1 image processing software was used to analyse the data. The accuracy of each classification map was assessed using the reference data set consisted of a large number of samples collected for each category. The results from this multispectral classification analysis of this study area indicated that urban features could be clearly identified. In this study, Kappa statistic and overall accuracy were calculated and compared for the three supervised classification techniques. Geometric correction was performed to the digital image using the nearest neighborhood method with second order polynomial. This produced a geocoded image. This preliminary study has produced a promising result.
Keywords :
image classification; image processing; maximum likelihood estimation; terrain mapping; tsunami; Geomatica 9.1; Indonesia; Kappa statistic; Nanggroe Aceh Darussalam; classification map; geocoded image; geometric correction; image processing software; land cover analysis; land cover fraction mapping; maximum likelihood tie resolution; minimum distance-to-mean classification; moderate resolution imaging spectroradiometer; multispectral classification analysis; nearest neighborhood method; supervised classification techniques; tsunami; Accuracy; Data analysis; Digital images; Image analysis; Image processing; Layout; MODIS; Polynomials; Statistics; Tsunami; MODIS; land cover;
Conference_Titel :
Recent Advances in Space Technologies, 2007. RAST '07. 3rd International Conference on
Conference_Location :
Istanbul
Print_ISBN :
1-4244-1057-6
Electronic_ISBN :
1-4244-1057-6
DOI :
10.1109/RAST.2007.4283991