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 remoteness 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 map...
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MDPI AG
2021-12-01
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Series: | Remote Sensing |
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Online Access: | https://www.mdpi.com/2072-4292/13/1/38 |
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record_format |
Article |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Amin Beiranvand Pour Milad Sekandari Omeid Rahmani Laura Crispini Andreas Läufer Yongcheol Park Jong Kuk Hong Biswajeet Pradhan Mazlan Hashim Mohammad Shawkat Hossain Aidy M. Muslim Kamyar Mehranzamir |
spellingShingle |
Amin Beiranvand Pour Milad Sekandari Omeid Rahmani Laura Crispini Andreas Läufer Yongcheol Park Jong Kuk Hong Biswajeet Pradhan Mazlan Hashim Mohammad Shawkat Hossain Aidy M. Muslim Kamyar Mehranzamir Identification of Phyllosilicates in the Antarctic Environment Using ASTER Satellite Data: Case Study from the Mesa Range, Campbell and Priestley Glaciers, Northern Victoria Land Remote Sensing phyllosilicates alteration ASTER Antarctic environments mesa range Priestley Glacier |
author_facet |
Amin Beiranvand Pour Milad Sekandari Omeid Rahmani Laura Crispini Andreas Läufer Yongcheol Park Jong Kuk Hong Biswajeet Pradhan Mazlan Hashim Mohammad Shawkat Hossain Aidy M. Muslim Kamyar Mehranzamir |
author_sort |
Amin Beiranvand Pour |
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 AG |
series |
Remote Sensing |
issn |
2072-4292 |
publishDate |
2021-12-01 |
description |
In Antarctica, spectral mapping of altered minerals is very challenging due to the remoteness 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<sup>3+</sup>-rich, Fe<sup>2+</sup>-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<sup>3+</sup>-rich and Fe<sup>2+</sup>-rich phyllosilicates. Biotite (Fe<sup>2+</sup>-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 attributed to Fe<sup>3+</sup>-rich class, Fe<sup>2+</sup>-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<sup>3+</sup>-rich, Fe<sup>2+</sup>-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. |
topic |
phyllosilicates alteration ASTER Antarctic environments mesa range Priestley Glacier |
url |
https://www.mdpi.com/2072-4292/13/1/38 |
work_keys_str_mv |
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doaj-77a589a26dd54fb5ae7db3ae1afdb93d2020-12-25T00:06:11ZengMDPI AGRemote Sensing2072-42922021-12-0113383810.3390/rs13010038Identification of Phyllosilicates in the Antarctic Environment Using ASTER Satellite Data: Case Study from the Mesa Range, Campbell and Priestley Glaciers, Northern Victoria LandAmin Beiranvand Pour0Milad Sekandari1Omeid Rahmani2Laura Crispini3Andreas Läufer4Yongcheol Park5Jong Kuk Hong6Biswajeet Pradhan7Mazlan Hashim8Mohammad Shawkat Hossain9Aidy M. Muslim10Kamyar Mehranzamir11Institute of Oceanography and Environment (INOS), Universiti Malaysia Terengganu (UMT), Kuala Nerus 21030, Terengganu, MalaysiaDepartment of Mining Engineering, Shahid Bahonar University of Kerman, Kerman 7616913439, IranDepartment of Natural Resources Engineering and Management, School of Science and Engineering, University of Kurdistan Hewlêr (UKH), Erbil 44001, Kurdistan Region, IraqDipartimento di Scienze della Terra dell’Ambiente e della Vita (DISTAV), University of Genova, Corso Europa, 26, I-16132 Genova, ItalyFederal Institute for Geosciences and Natural Resources (BGR), Stilleweg 2, 30655 Hannover, GermanyKorea Polar Research Institute (KOPRI), Songdomirae-ro, Yeonsu-gu, Incheon 21990, KoreaKorea Polar Research Institute (KOPRI), Songdomirae-ro, Yeonsu-gu, Incheon 21990, KoreaCentre for Advanced Modelling & Geospatial Information Systems (CAMGIS), Faculty of Engineering and Information Technology, University of Technology Sydney, NSW 2007, AustraliaGeoscience and Digital Earth Centre (INSTeG), Research Institute for Sustainable Environment, Universiti Teknologi Malaysia (UTM), Johor Bahru, Skudai 81310, MalaysiaInstitute of Oceanography and Environment (INOS), Universiti Malaysia Terengganu (UMT), Kuala Nerus 21030, Terengganu, MalaysiaInstitute of Oceanography and Environment (INOS), Universiti Malaysia Terengganu (UMT), Kuala Nerus 21030, Terengganu, MalaysiaDepartment of Electrical and Electronic Engineering, Faculty of Science and Engineering, University of Nottingham Malaysia, Jalan Broga, Semenyih 43500, Selangor, MalaysiaIn Antarctica, spectral mapping of altered minerals is very challenging due to the remoteness 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<sup>3+</sup>-rich, Fe<sup>2+</sup>-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<sup>3+</sup>-rich and Fe<sup>2+</sup>-rich phyllosilicates. Biotite (Fe<sup>2+</sup>-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 attributed to Fe<sup>3+</sup>-rich class, Fe<sup>2+</sup>-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<sup>3+</sup>-rich, Fe<sup>2+</sup>-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.https://www.mdpi.com/2072-4292/13/1/38phyllosilicatesalterationASTERAntarctic environmentsmesa rangePriestley Glacier |