Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach

The low to medium spatial resolution satellite data can still be utilized to meet the requirement for a certain level of land cover mapping. However, the land cover classifications of assigning pixel-by-pixel basic to specific land cover classes have been known to be a problematic phenomenon that li...

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Main Authors: Lau, Alvin Meng Shin, Hashim, Mazlan
Other Authors: Arshad, Ahmad Sabirin
Format: Book Section
Language:English
Published: Astronautic Technology (M) Sdn. Bhd. 2003
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Online Access:http://eprints.utm.my/id/eprint/2126/1/Classification-2003-alvin.pdf
http://eprints.utm.my/id/eprint/2126/
https://core.ac.uk/display/11778687
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spelling my.utm.21262017-09-07T04:26:17Z http://eprints.utm.my/id/eprint/2126/ Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach Lau, Alvin Meng Shin Hashim, Mazlan Q Science (General) GE Environmental Sciences The low to medium spatial resolution satellite data can still be utilized to meet the requirement for a certain level of land cover mapping. However, the land cover classifications of assigning pixel-by-pixel basic to specific land cover classes have been known to be a problematic phenomenon that limits the accuracy of classification. This paper examines the result of utilizing the hyperspectral approach as a recent alternative solution to the above problem to investigate whether or not the sensitivity allowed in the latter can increase the classification accuracy. Using TiungSAT-1 MSEIS data as input, comparative analysis were also performed with classical Maximum Likelihood classification. The results of this study clearly indicate that hyperspectral analysis can improve classification accuracy of multi-spectral data, especially when the mixed pixels are of great concern. Astronautic Technology (M) Sdn. Bhd. Arshad, Ahmad Sabirin Hashim, Mazlan 2003 Book Section PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/2126/1/Classification-2003-alvin.pdf Lau, Alvin Meng Shin and Hashim, Mazlan (2003) Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach. In: TiungSAT-1: Data Applications. Astronautic Technology (M) Sdn. Bhd., Bukit Jalil, Kuala Lumpur, pp. 50-60. ISBN 983-41363-0-7 https://core.ac.uk/display/11778687
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic Q Science (General)
GE Environmental Sciences
spellingShingle Q Science (General)
GE Environmental Sciences
Lau, Alvin Meng Shin
Hashim, Mazlan
Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach
description The low to medium spatial resolution satellite data can still be utilized to meet the requirement for a certain level of land cover mapping. However, the land cover classifications of assigning pixel-by-pixel basic to specific land cover classes have been known to be a problematic phenomenon that limits the accuracy of classification. This paper examines the result of utilizing the hyperspectral approach as a recent alternative solution to the above problem to investigate whether or not the sensitivity allowed in the latter can increase the classification accuracy. Using TiungSAT-1 MSEIS data as input, comparative analysis were also performed with classical Maximum Likelihood classification. The results of this study clearly indicate that hyperspectral analysis can improve classification accuracy of multi-spectral data, especially when the mixed pixels are of great concern.
author2 Arshad, Ahmad Sabirin
author_facet Arshad, Ahmad Sabirin
Lau, Alvin Meng Shin
Hashim, Mazlan
format Book Section
author Lau, Alvin Meng Shin
Hashim, Mazlan
author_sort Lau, Alvin Meng Shin
title Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach
title_short Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach
title_full Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach
title_fullStr Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach
title_full_unstemmed Classification of TiungSAT-1 MSEIS Data for Land Cover Mapping with Hyperspectral Analysis Approach
title_sort classification of tiungsat-1 mseis data for land cover mapping with hyperspectral analysis approach
publisher Astronautic Technology (M) Sdn. Bhd.
publishDate 2003
url http://eprints.utm.my/id/eprint/2126/1/Classification-2003-alvin.pdf
http://eprints.utm.my/id/eprint/2126/
https://core.ac.uk/display/11778687
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score 13.149126