Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land

In Antarctica, spectral mapping of altered minerals is very challenging due to the remote-ness and inaccessibility of poorly exposed outcrops. This investigation evaluates the capability of Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) satellite remote sensing imagery for ma...

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Main Authors: Pour, AB, Sekandari, M, Rahmani, O, Crispini, L, Läufer, A, Park, Y, Hong, JK, Pradhan, B, Hashim, M, Hossain, MS, Muslim, AM, Mehranzamir, K
Format: Article in Journal/Newspaper
Language:English
Published: MDPI 2021
Subjects:
Online Access:http://hdl.handle.net/10453/148668
id ftunivtsydney:oai:opus.lib.uts.edu.au:10453/148668
record_format openpolar
spelling ftunivtsydney:oai:opus.lib.uts.edu.au:10453/148668 2023-05-15T14:02:14+02:00 Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land Pour, AB Sekandari, M Rahmani, O Crispini, L Läufer, A Park, Y Hong, JK Pradhan, B Hashim, M Hossain, MS Muslim, AM Mehranzamir, K 2021-05-05T01:10:58Z application/pdf http://hdl.handle.net/10453/148668 English eng MDPI Remote Sensing 10.3390/rs13010038 Remote Sensing, 2021, 13, (1), pp. 1-37 2315-4675 2072-4292 http://hdl.handle.net/10453/148668 info:eu-repo/semantics/openAccess 0203 Classical Physics 0406 Physical Geography and Environmental Geoscience 0909 Geomatic Engineering Journal Article 2021 ftunivtsydney 2022-03-13T13:19:52Z In Antarctica, spectral mapping of altered minerals is very challenging due to the remote-ness and inaccessibility of poorly exposed outcrops. This investigation evaluates the capability of Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) satellite remote sensing imagery for mapping and discrimination of phyllosilicate mineral groups in the Antarctic environment of northern Victoria Land. The Mixture-Tuned Matched-Filtering (MTMF) and Constrained Energy Minimization (CEM) algorithms were used to detect the sub-pixel abundance of Al-rich, Fe -rich, Fe -rich and Mg-rich phyllosilicates using the visible and near-infrared (VNIR), short-wave infrared (SWIR) and thermal-infrared (TIR) bands of ASTER. Results indicate that Al-rich phyllosilicates are strongly detected in the exposed outcrops of the Granite Harbour granitoids, Wilson Metamorphic Complex and the Beacon Supergroup. The presence of the smectite mineral group derived from the Jurassic basaltic rocks (Ferrar Dolerite and Kirkpatrick Basalts) by weathering and decomposition processes implicates Fe -rich and Fe -rich phyllosilicates. Biotite (Fe -rich phyllosilicate) is detected associated with the Granite Harbour granitoids, Wilson Metamorphic Complex and Melbourne Volcanics. Mg-rich phyllosilicates are mostly mapped in the scree, glacial drift, moraine and crevasse fields derived from weathering and decomposition of the Kirkpatrick Basalt and Ferrar Dolerite. Chlorite (Mg-rich phyllosilicate) was generally mapped in the exposures of Granite Harbour granodiorite and granite and partially identified in the Ferrar Dolerite, the Kirkpatrick Basalt, the Priestley Formation and Priestley Schist and the scree, glacial drift and moraine. Statistical results indicate that Al-rich phyllosilicates class pixels are strongly discriminated, while the pixels at-tributed to Fe -rich class, Fe -rich and Mg-rich phyllosilicates classes contain some spectral mixing due to their subtle spectral differences in the VNIR+SWIR bands of ASTER. Results derived from TIR bands of ASTER show that a high level of confusion is associated with mafic phyllosilicates pixels (Fe -rich, Fe -rich and Mg-rich classes), whereas felsic phyllosilicates (Al-rich class) pixels are well mapped. Ground truth with detailed geological data, petrographic study and X-ray diffraction (XRD) analysis verified the remote sensing results. Consequently, ASTER image-map of phyllosilicate minerals is generated for the Mesa Range, Campbell and Priestley Glaciers, northern Victoria Land of Antarctica. 3+ 2+ 3+ 2+ 2+ 3+ 2+ 3+ 2+ Article in Journal/Newspaper Antarc* Antarctic Antarctica Victoria Land University of Technology Sydney: OPUS - Open Publications of UTS Scholars Antarctic Granite Harbour ENVELOPE(162.733,162.733,-76.883,-76.883) Mesa Range ENVELOPE(162.917,162.917,-73.183,-73.183) Priestley ENVELOPE(161.883,161.883,-75.183,-75.183) The Antarctic Victoria Land
institution Open Polar
collection University of Technology Sydney: OPUS - Open Publications of UTS Scholars
op_collection_id ftunivtsydney
language English
topic 0203 Classical Physics
0406 Physical Geography and Environmental Geoscience
0909 Geomatic Engineering
spellingShingle 0203 Classical Physics
0406 Physical Geography and Environmental Geoscience
0909 Geomatic Engineering
Pour, AB
Sekandari, M
Rahmani, O
Crispini, L
Läufer, A
Park, Y
Hong, JK
Pradhan, B
Hashim, M
Hossain, MS
Muslim, AM
Mehranzamir, K
Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land
topic_facet 0203 Classical Physics
0406 Physical Geography and Environmental Geoscience
0909 Geomatic Engineering
description In Antarctica, spectral mapping of altered minerals is very challenging due to the remote-ness and inaccessibility of poorly exposed outcrops. This investigation evaluates the capability of Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER) satellite remote sensing imagery for mapping and discrimination of phyllosilicate mineral groups in the Antarctic environment of northern Victoria Land. The Mixture-Tuned Matched-Filtering (MTMF) and Constrained Energy Minimization (CEM) algorithms were used to detect the sub-pixel abundance of Al-rich, Fe -rich, Fe -rich and Mg-rich phyllosilicates using the visible and near-infrared (VNIR), short-wave infrared (SWIR) and thermal-infrared (TIR) bands of ASTER. Results indicate that Al-rich phyllosilicates are strongly detected in the exposed outcrops of the Granite Harbour granitoids, Wilson Metamorphic Complex and the Beacon Supergroup. The presence of the smectite mineral group derived from the Jurassic basaltic rocks (Ferrar Dolerite and Kirkpatrick Basalts) by weathering and decomposition processes implicates Fe -rich and Fe -rich phyllosilicates. Biotite (Fe -rich phyllosilicate) is detected associated with the Granite Harbour granitoids, Wilson Metamorphic Complex and Melbourne Volcanics. Mg-rich phyllosilicates are mostly mapped in the scree, glacial drift, moraine and crevasse fields derived from weathering and decomposition of the Kirkpatrick Basalt and Ferrar Dolerite. Chlorite (Mg-rich phyllosilicate) was generally mapped in the exposures of Granite Harbour granodiorite and granite and partially identified in the Ferrar Dolerite, the Kirkpatrick Basalt, the Priestley Formation and Priestley Schist and the scree, glacial drift and moraine. Statistical results indicate that Al-rich phyllosilicates class pixels are strongly discriminated, while the pixels at-tributed to Fe -rich class, Fe -rich and Mg-rich phyllosilicates classes contain some spectral mixing due to their subtle spectral differences in the VNIR+SWIR bands of ASTER. Results derived from TIR bands of ASTER show that a high level of confusion is associated with mafic phyllosilicates pixels (Fe -rich, Fe -rich and Mg-rich classes), whereas felsic phyllosilicates (Al-rich class) pixels are well mapped. Ground truth with detailed geological data, petrographic study and X-ray diffraction (XRD) analysis verified the remote sensing results. Consequently, ASTER image-map of phyllosilicate minerals is generated for the Mesa Range, Campbell and Priestley Glaciers, northern Victoria Land of Antarctica. 3+ 2+ 3+ 2+ 2+ 3+ 2+ 3+ 2+
format Article in Journal/Newspaper
author Pour, AB
Sekandari, M
Rahmani, O
Crispini, L
Läufer, A
Park, Y
Hong, JK
Pradhan, B
Hashim, M
Hossain, MS
Muslim, AM
Mehranzamir, K
author_facet Pour, AB
Sekandari, M
Rahmani, O
Crispini, L
Läufer, A
Park, Y
Hong, JK
Pradhan, B
Hashim, M
Hossain, MS
Muslim, AM
Mehranzamir, K
author_sort Pour, AB
title Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land
title_short Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land
title_full Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land
title_fullStr Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land
title_full_unstemmed Identification of phyllosilicates in the antarctic environment using aster satellite data: Case study from the mesa range, campbell and priestley glaciers, northern Victoria land
title_sort identification of phyllosilicates in the antarctic environment using aster satellite data: case study from the mesa range, campbell and priestley glaciers, northern victoria land
publisher MDPI
publishDate 2021
url http://hdl.handle.net/10453/148668
long_lat ENVELOPE(162.733,162.733,-76.883,-76.883)
ENVELOPE(162.917,162.917,-73.183,-73.183)
ENVELOPE(161.883,161.883,-75.183,-75.183)
geographic Antarctic
Granite Harbour
Mesa Range
Priestley
The Antarctic
Victoria Land
geographic_facet Antarctic
Granite Harbour
Mesa Range
Priestley
The Antarctic
Victoria Land
genre Antarc*
Antarctic
Antarctica
Victoria Land
genre_facet Antarc*
Antarctic
Antarctica
Victoria Land
op_relation Remote Sensing
10.3390/rs13010038
Remote Sensing, 2021, 13, (1), pp. 1-37
2315-4675
2072-4292
http://hdl.handle.net/10453/148668
op_rights info:eu-repo/semantics/openAccess
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