Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, Japan
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Bogor Agricultural University
2012-11-01
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Series: | Jurnal Manajemen Hutan Tropika |
Online Access: | http://journal.ipb.ac.id/index.php/jmht/article/view/6104 |
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English |
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author |
I Nengah Surati Jaya |
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I Nengah Surati Jaya Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, Japan Jurnal Manajemen Hutan Tropika |
author_facet |
I Nengah Surati Jaya |
author_sort |
I Nengah Surati Jaya |
title |
Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, Japan |
title_short |
Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, Japan |
title_full |
Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, Japan |
title_fullStr |
Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, Japan |
title_full_unstemmed |
Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, Japan |
title_sort |
landslide detection technique using multidate spot imageries: a case study in teradomari, tochio and shitada mura, niigata, japan |
publisher |
Bogor Agricultural University |
series |
Jurnal Manajemen Hutan Tropika |
issn |
2087-0469 2089-2063 |
publishDate |
2012-11-01 |
description |
<!--[if gte mso 9]><xml> <o:OfficeDocumentSettings> <o:TargetScreenSize>800x600</o:TargetScreenSize> </o:OfficeDocumentSettings> </xml><![endif]--> <p class="MsoBodyText" style="text-align: justify; text-justify: inter-ideograph; text-indent: 1.0cm;"><em style="mso-bidi-font-style: normal;"><span style="font-size: 9.0pt; font-family: ";Times New Roman";,";serif";; mso-bidi-font-weight: bold;" lang="EN-US">This study describes the use of multitemporal<span style="mso-spacerun: yes;"> </span>principal component analisys (MPCA), vegetation index differencing (VIDN) and<span style="mso-spacerun: yes;"> </span>conventional maximum likelihood classifier (MLC) for<span style="mso-spacerun: yes;"> </span>detecting landslides.<span style="mso-spacerun: yes;"> </span>The study found that the synthetic images derived from stable greenness, delta greenness and delta brightness of MPCA summarized the information of landslides effectively producing accuracy of 88% for Teradomari and 91% for Tochio and Shitada Mura.<span style="mso-spacerun: yes;"> </span>The VIDN provides relatively lower accuracies than those from MPCA, i.e., only 62.5% for Teradomari and 64% for Tochio and Shitada Mura. The MLC method also provided very low user’s accuracy, i.e. 56.9% for Teradomari and 63.7% for Tochio and Shitada Mura but high producer’s accuracies, i.e. 100% for Teradomari and 98.3% for Tochio and Shitada Mura. The study also found that the landsides that could be detected should be more than the size of spatial resolution of the SPOT imagery, i.e. 10 m x 10 m. Detecting landslides using SPOT imagery is more efficient than using only ground survey, providing an <span style="color: black;">efficiency of 2.7.</span> <span style="mso-spacerun: yes;"> </span></span></em></p> <strong><span style="font-size: 10.0pt; font-family: ";Times New Roman";,";serif";; mso-fareast-font-family: ";MS Mincho";; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: JA; mso-bidi-language: AR-SA;" lang="EN-US">Keywords:</span></strong><em style="mso-bidi-font-style: normal;"><span style="font-size: 10.0pt; font-family: ";Times New Roman";,";serif";; mso-fareast-font-family: ";MS Mincho";; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: JA; mso-bidi-language: AR-SA; mso-bidi-font-weight: bold;" lang="EN-US"> </span></em><span style="font-size: 10.0pt; font-family: ";Times New Roman";,";serif";; mso-fareast-font-family: ";MS Mincho";; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: JA; 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doaj-15f36d150d35429bb127cf344af797e42020-11-25T02:07:01ZengBogor Agricultural UniversityJurnal Manajemen Hutan Tropika2087-04692089-20632012-11-0111110.7226/jmht.11.1.315445Landslide Detection Technique using multidate SPOT Imageries: A case study in Teradomari, Tochio and Shitada Mura, Niigata, JapanI Nengah Surati Jaya0Departemen Manajemen Hutan, Fakultas Kehutanan, Institut Pertanian Bogor, Jalan Lingkar Akademik, Kampus IPB Dramaga PO Box 168, Bogor 16680, Indonesia<!--[if gte mso 9]><xml> <o:OfficeDocumentSettings> <o:TargetScreenSize>800x600</o:TargetScreenSize> </o:OfficeDocumentSettings> </xml><![endif]--> <p class="MsoBodyText" style="text-align: justify; text-justify: inter-ideograph; text-indent: 1.0cm;"><em style="mso-bidi-font-style: normal;"><span style="font-size: 9.0pt; font-family: ";Times New Roman";,";serif";; mso-bidi-font-weight: bold;" lang="EN-US">This study describes the use of multitemporal<span style="mso-spacerun: yes;"> </span>principal component analisys (MPCA), vegetation index differencing (VIDN) and<span style="mso-spacerun: yes;"> </span>conventional maximum likelihood classifier (MLC) for<span style="mso-spacerun: yes;"> </span>detecting landslides.<span style="mso-spacerun: yes;"> </span>The study found that the synthetic images derived from stable greenness, delta greenness and delta brightness of MPCA summarized the information of landslides effectively producing accuracy of 88% for Teradomari and 91% for Tochio and Shitada Mura.<span style="mso-spacerun: yes;"> </span>The VIDN provides relatively lower accuracies than those from MPCA, i.e., only 62.5% for Teradomari and 64% for Tochio and Shitada Mura. The MLC method also provided very low user’s accuracy, i.e. 56.9% for Teradomari and 63.7% for Tochio and Shitada Mura but high producer’s accuracies, i.e. 100% for Teradomari and 98.3% for Tochio and Shitada Mura. The study also found that the landsides that could be detected should be more than the size of spatial resolution of the SPOT imagery, i.e. 10 m x 10 m. Detecting landslides using SPOT imagery is more efficient than using only ground survey, providing an <span style="color: black;">efficiency of 2.7.</span> <span style="mso-spacerun: yes;"> </span></span></em></p> <strong><span style="font-size: 10.0pt; font-family: ";Times New Roman";,";serif";; mso-fareast-font-family: ";MS Mincho";; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: JA; mso-bidi-language: AR-SA;" lang="EN-US">Keywords:</span></strong><em style="mso-bidi-font-style: normal;"><span style="font-size: 10.0pt; font-family: ";Times New Roman";,";serif";; mso-fareast-font-family: ";MS Mincho";; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: JA; mso-bidi-language: AR-SA; mso-bidi-font-weight: bold;" lang="EN-US"> </span></em><span style="font-size: 10.0pt; font-family: ";Times New Roman";,";serif";; mso-fareast-font-family: ";MS Mincho";; mso-font-kerning: 1.0pt; mso-ansi-language: EN-US; mso-fareast-language: JA; mso-bidi-language: AR-SA; mso-bidi-font-weight: bold;" lang="EN-US">Analisis komponen utama multiwaktu (<em style="mso-bidi-font-style: normal;">Multitemporal<span style="mso-spacerun: yes;"> </span>principal component analisys), disparitas indeks vegetasi (vegetation index differencing), </em>metode peluang maksimum<em style="mso-bidi-font-style: normal;"> (maximum likelihood classifier), </em>kestabilan kehijauan<em style="mso-bidi-font-style: normal;"> (stable greenness), </em>perubahan kehijauan<em style="mso-bidi-font-style: normal;"> (delta greenness), </em>perubahan kecerahan<em style="mso-bidi-font-style: normal;"> (delta brighntess) </em>dan efisiensi relatif (<em style="mso-bidi-font-style: normal;">efficiency relative</em>)</span><!--[if gte mso 9]><xml> <w:WordDocument> <w:View>Normal</w:View> <w:Zoom>0</w:Zoom> <w:TrackMoves /> <w:TrackFormatting /> <w:PunctuationKerning /> <w:ValidateAgainstSchemas /> <w:SaveIfXMLInvalid>false</w:SaveIfXMLInvalid> 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