Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image

The paper presents the application of ArcGIS for environmental modelling of the landscapes in northern Iceland (17.00°W-23.00°W, 64.30°N-67.00°N). The aim was to explore the vegetation distribution by NDVI and ISOCLUST classification of the land cover types. Data include the Landsat TM image. Freely...

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Bibliographic Details
Main Author: Lemenkova, Polina
Format: Article in Journal/Newspaper
Language:English
Published: 2021
Subjects:
Q57
Q00
P18
Q51
Y91
Q55
O22
Online Access:http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/341433
https://dipot.ulb.ac.be/dspace/bitstream/2013/341433/3/GLL-4-11_2021.pdf
id ftunivbruxelles:oai:dipot.ulb.ac.be:2013/341433
record_format openpolar
spelling ftunivbruxelles:oai:dipot.ulb.ac.be:2013/341433 2023-05-15T15:17:19+02:00 Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image Lemenkova, Polina 2021-12-31 1 full-text file(s): application/pdf http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/341433 https://dipot.ulb.ac.be/dspace/bitstream/2013/341433/3/GLL-4-11_2021.pdf en eng uri/info:doi/10.15576/GLL/2021.4.147 uri/info:doi/10.5281/zenodo.6347500 https://dipot.ulb.ac.be/dspace/bitstream/2013/341433/3/GLL-4-11_2021.pdf http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/341433 1 full-text file(s): info:eu-repo/semantics/openAccess Geomatics, Landmanagement and Landscape, 4 Cartographie Sciences de l'ingénieur Disciplines auxiliaires de l'ingénieur Géodésie appliquée topographie [télédétection] Géodésie appliquée topographie [géodésie] Disciplines graphiques Sciences exactes et naturelles Sciences de la terre et du cosmos Géographie physique Aménagement du territoire Photogéologie [géogr.phys. géomorph. pédologie etc.] Télédétection Systèmes d'information géographique Informatique générale Ecological Economics Q57 Agricultural and Natural Resource Economics Environmental and Ecological Economics: General Q00 Energy Environment P18 Valuation of Environmental Effects Q51 Pictures and Maps Y91 Environmental Economics: Technological Innovation Q55 Project Analysis O22 cartography Iceland remote sensing Arctic ArcGIS mapping info:eu-repo/semantics/article info:ulb-repo/semantics/articlePeerReview info:ulb-repo/semantics/openurl/article 2021 ftunivbruxelles 2022-08-31T22:20:51Z The paper presents the application of ArcGIS for environmental modelling of the landscapes in northern Iceland (17.00°W-23.00°W, 64.30°N-67.00°N). The aim was to explore the vegetation distribution by NDVI and ISOCLUST classification of the land cover types. Data include the Landsat TM image. Freely available satellite remote sensing data from the Landsat mission have been processed by GIS to deliver information on land cover types from image classification and NDVI vegetation index. Landsat products provide geospatial data on regional scale with moderate temporal (weekly) and spatial (30-10 m) resolution, making them useful for environmental monitoring and landscape studies. The tools include the ArcGIS software used for raster processing. Data processing was performed in the three steps: 1) comparative analysis of the visualized sixteen band combinations to assess the distinguishability of vegetation and other land cover types in colour composites; 2) computed NDVI standardized vegetation index; 3) unsupervised classification of the Landsat TM by the ISOCLUST algorithm. Large glaciers Hofsjökull and Langjökull were detected on various colour composites, and the visibility of the water/land borders is assessed (Blöndulón lake), agricultural areas near the Varmahlíð, vegetated areas around the Akrahreppur municipality. Computing the NDVI and using ISOCLUST by ArcGIS software enabled to distinguish various land cover types and map landscapes in the study area. The computed NDVI shown the presence and condition of vegetation, that is, a relative biomass in the area of northern Iceland. The NDVI was used based on the contrast of the two channels from a multispectral Landsat TM raster data. info:eu-repo/semantics/published Article in Journal/Newspaper Arctic Blöndulón Hofsjökull Iceland Langjökull DI-fusion : dépôt institutionnel de l'Université libre de Bruxelles (ULB) Arctic Langjökull ENVELOPE(-20.145,-20.145,64.654,64.654) Géodésie ENVELOPE(139.846,139.846,-66.675,-66.675) Blöndulón ENVELOPE(-19.649,-19.649,65.181,65.181) Akrahreppur ENVELOPE(-18.796,-18.796,65.355,65.355)
institution Open Polar
collection DI-fusion : dépôt institutionnel de l'Université libre de Bruxelles (ULB)
op_collection_id ftunivbruxelles
language English
topic Cartographie
Sciences de l'ingénieur
Disciplines auxiliaires de l'ingénieur
Géodésie appliquée topographie [télédétection]
Géodésie appliquée topographie [géodésie]
Disciplines graphiques
Sciences exactes et naturelles
Sciences de la terre et du cosmos
Géographie physique
Aménagement du territoire
Photogéologie [géogr.phys. géomorph. pédologie
etc.]
Télédétection
Systèmes d'information géographique
Informatique générale
Ecological Economics
Q57
Agricultural and Natural Resource Economics
Environmental and Ecological Economics: General
Q00
Energy
Environment
P18
Valuation of Environmental Effects
Q51
Pictures and Maps
Y91
Environmental Economics: Technological Innovation
Q55
Project Analysis
O22
cartography
Iceland
remote sensing
Arctic
ArcGIS
mapping
spellingShingle Cartographie
Sciences de l'ingénieur
Disciplines auxiliaires de l'ingénieur
Géodésie appliquée topographie [télédétection]
Géodésie appliquée topographie [géodésie]
Disciplines graphiques
Sciences exactes et naturelles
Sciences de la terre et du cosmos
Géographie physique
Aménagement du territoire
Photogéologie [géogr.phys. géomorph. pédologie
etc.]
Télédétection
Systèmes d'information géographique
Informatique générale
Ecological Economics
Q57
Agricultural and Natural Resource Economics
Environmental and Ecological Economics: General
Q00
Energy
Environment
P18
Valuation of Environmental Effects
Q51
Pictures and Maps
Y91
Environmental Economics: Technological Innovation
Q55
Project Analysis
O22
cartography
Iceland
remote sensing
Arctic
ArcGIS
mapping
Lemenkova, Polina
Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image
topic_facet Cartographie
Sciences de l'ingénieur
Disciplines auxiliaires de l'ingénieur
Géodésie appliquée topographie [télédétection]
Géodésie appliquée topographie [géodésie]
Disciplines graphiques
Sciences exactes et naturelles
Sciences de la terre et du cosmos
Géographie physique
Aménagement du territoire
Photogéologie [géogr.phys. géomorph. pédologie
etc.]
Télédétection
Systèmes d'information géographique
Informatique générale
Ecological Economics
Q57
Agricultural and Natural Resource Economics
Environmental and Ecological Economics: General
Q00
Energy
Environment
P18
Valuation of Environmental Effects
Q51
Pictures and Maps
Y91
Environmental Economics: Technological Innovation
Q55
Project Analysis
O22
cartography
Iceland
remote sensing
Arctic
ArcGIS
mapping
description The paper presents the application of ArcGIS for environmental modelling of the landscapes in northern Iceland (17.00°W-23.00°W, 64.30°N-67.00°N). The aim was to explore the vegetation distribution by NDVI and ISOCLUST classification of the land cover types. Data include the Landsat TM image. Freely available satellite remote sensing data from the Landsat mission have been processed by GIS to deliver information on land cover types from image classification and NDVI vegetation index. Landsat products provide geospatial data on regional scale with moderate temporal (weekly) and spatial (30-10 m) resolution, making them useful for environmental monitoring and landscape studies. The tools include the ArcGIS software used for raster processing. Data processing was performed in the three steps: 1) comparative analysis of the visualized sixteen band combinations to assess the distinguishability of vegetation and other land cover types in colour composites; 2) computed NDVI standardized vegetation index; 3) unsupervised classification of the Landsat TM by the ISOCLUST algorithm. Large glaciers Hofsjökull and Langjökull were detected on various colour composites, and the visibility of the water/land borders is assessed (Blöndulón lake), agricultural areas near the Varmahlíð, vegetated areas around the Akrahreppur municipality. Computing the NDVI and using ISOCLUST by ArcGIS software enabled to distinguish various land cover types and map landscapes in the study area. The computed NDVI shown the presence and condition of vegetation, that is, a relative biomass in the area of northern Iceland. The NDVI was used based on the contrast of the two channels from a multispectral Landsat TM raster data. info:eu-repo/semantics/published
format Article in Journal/Newspaper
author Lemenkova, Polina
author_facet Lemenkova, Polina
author_sort Lemenkova, Polina
title Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image
title_short Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image
title_full Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image
title_fullStr Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image
title_full_unstemmed Robust Vegetation Detection Using RGB Colour Composites and Isoclust Classification of the Landsat TM Image
title_sort robust vegetation detection using rgb colour composites and isoclust classification of the landsat tm image
publishDate 2021
url http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/341433
https://dipot.ulb.ac.be/dspace/bitstream/2013/341433/3/GLL-4-11_2021.pdf
long_lat ENVELOPE(-20.145,-20.145,64.654,64.654)
ENVELOPE(139.846,139.846,-66.675,-66.675)
ENVELOPE(-19.649,-19.649,65.181,65.181)
ENVELOPE(-18.796,-18.796,65.355,65.355)
geographic Arctic
Langjökull
Géodésie
Blöndulón
Akrahreppur
geographic_facet Arctic
Langjökull
Géodésie
Blöndulón
Akrahreppur
genre Arctic
Blöndulón
Hofsjökull
Iceland
Langjökull
genre_facet Arctic
Blöndulón
Hofsjökull
Iceland
Langjökull
op_source Geomatics, Landmanagement and Landscape, 4
op_relation uri/info:doi/10.15576/GLL/2021.4.147
uri/info:doi/10.5281/zenodo.6347500
https://dipot.ulb.ac.be/dspace/bitstream/2013/341433/3/GLL-4-11_2021.pdf
http://hdl.handle.net/2013/ULB-DIPOT:oai:dipot.ulb.ac.be:2013/341433
op_rights 1 full-text file(s): info:eu-repo/semantics/openAccess
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