Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)

Abstract We investigated carbonatites and aluminosilicate rocks from the Kontozero Devonian carbonatite paleovolcano complex (198 samples). Some specific features complicate the geological exploration of this object: a) the rocks of the Kontozero complex are predominantly volcanic and therefore exhi...

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Published in:IOP Conference Series: Earth and Environmental Science
Main Authors: Fomina, Ekaterina, Kozlov, Evgeniy
Format: Article in Journal/Newspaper
Language:unknown
Published: IOP Publishing 2020
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Online Access:http://dx.doi.org/10.1088/1755-1315/609/1/012050
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012050/pdf
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012050
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spelling crioppubl:10.1088/1755-1315/609/1/012050 2024-06-02T08:09:56+00:00 Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia) Fomina, Ekaterina Kozlov, Evgeniy 2020 http://dx.doi.org/10.1088/1755-1315/609/1/012050 https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012050/pdf https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012050 unknown IOP Publishing http://creativecommons.org/licenses/by/3.0/ https://iopscience.iop.org/info/page/text-and-data-mining IOP Conference Series: Earth and Environmental Science volume 609, issue 1, page 012050 ISSN 1755-1307 1755-1315 journal-article 2020 crioppubl https://doi.org/10.1088/1755-1315/609/1/012050 2024-05-07T14:03:28Z Abstract We investigated carbonatites and aluminosilicate rocks from the Kontozero Devonian carbonatite paleovolcano complex (198 samples). Some specific features complicate the geological exploration of this object: a) the rocks of the Kontozero complex are predominantly volcanic and therefore exhibit small dimension of mineral grains and the diversity of their structural relationships; b) because breccias are common in many parts of the complex, the rocks are mostly inhomogeneous; c) Kontozero belongs to the alkaline-carbonatite formation, which is typically characterised by mineral diversity and the presence of rare minerals. The purpose of this study was to develop an algorithm for selecting from an extensive collection of rock material the most informative for mineralogical and geochemical studies samples. As a tool for this selection, we chose an original method of statistical comparison of XRD and XRF data using factor analysis (FA). This methodological approach enables mathematical identification of all major, minor, and several accessory minerals and a rough estimation of their contents (Fomina et al., 2019). We carried out the mineralogical interpretation of the factors according to the peak positions on the graphs of factor loadings and qualitative analysis of diffraction data of rock samples with maximum factor scores. For the studied rock collection, this approach allowed us to identify more than 20 rock-forming minerals based only on XRD data. Also, we found about ten mineral phases, the lines of which are low-intensity and/or overlap by more intense peaks of other minerals in the diffraction patterns. The mineralogical interpretation of the factors of these hidden minerals requires verification by an electron microscope investigation of the samples selected with FA. Based on the results of this study, we developed an algorithm that facilitates choosing rock samples that are most contrasted in mineral and chemical composition and contain the entire set of mineral phases characteristic of the rocks ... Article in Journal/Newspaper kola peninsula IOP Publishing Kola Peninsula Fomina ENVELOPE(100.000,100.000,75.950,75.950) IOP Conference Series: Earth and Environmental Science 609 012050
institution Open Polar
collection IOP Publishing
op_collection_id crioppubl
language unknown
description Abstract We investigated carbonatites and aluminosilicate rocks from the Kontozero Devonian carbonatite paleovolcano complex (198 samples). Some specific features complicate the geological exploration of this object: a) the rocks of the Kontozero complex are predominantly volcanic and therefore exhibit small dimension of mineral grains and the diversity of their structural relationships; b) because breccias are common in many parts of the complex, the rocks are mostly inhomogeneous; c) Kontozero belongs to the alkaline-carbonatite formation, which is typically characterised by mineral diversity and the presence of rare minerals. The purpose of this study was to develop an algorithm for selecting from an extensive collection of rock material the most informative for mineralogical and geochemical studies samples. As a tool for this selection, we chose an original method of statistical comparison of XRD and XRF data using factor analysis (FA). This methodological approach enables mathematical identification of all major, minor, and several accessory minerals and a rough estimation of their contents (Fomina et al., 2019). We carried out the mineralogical interpretation of the factors according to the peak positions on the graphs of factor loadings and qualitative analysis of diffraction data of rock samples with maximum factor scores. For the studied rock collection, this approach allowed us to identify more than 20 rock-forming minerals based only on XRD data. Also, we found about ten mineral phases, the lines of which are low-intensity and/or overlap by more intense peaks of other minerals in the diffraction patterns. The mineralogical interpretation of the factors of these hidden minerals requires verification by an electron microscope investigation of the samples selected with FA. Based on the results of this study, we developed an algorithm that facilitates choosing rock samples that are most contrasted in mineral and chemical composition and contain the entire set of mineral phases characteristic of the rocks ...
format Article in Journal/Newspaper
author Fomina, Ekaterina
Kozlov, Evgeniy
spellingShingle Fomina, Ekaterina
Kozlov, Evgeniy
Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
author_facet Fomina, Ekaterina
Kozlov, Evgeniy
author_sort Fomina, Ekaterina
title Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_short Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_full Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_fullStr Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_full_unstemmed Application of the Method of Statistical Comparison of XRD-and XRF-Data for Identification of the Most Representative Rock Samples: A Case Study of an Extensive Collection of Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_sort application of the method of statistical comparison of xrd-and xrf-data for identification of the most representative rock samples: a case study of an extensive collection of carbonatites and aluminosilicate rocks of the kontozero alkaline complex (kola peninsula, nw russia)
publisher IOP Publishing
publishDate 2020
url http://dx.doi.org/10.1088/1755-1315/609/1/012050
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012050/pdf
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012050
long_lat ENVELOPE(100.000,100.000,75.950,75.950)
geographic Kola Peninsula
Fomina
geographic_facet Kola Peninsula
Fomina
genre kola peninsula
genre_facet kola peninsula
op_source IOP Conference Series: Earth and Environmental Science
volume 609, issue 1, page 012050
ISSN 1755-1307 1755-1315
op_rights http://creativecommons.org/licenses/by/3.0/
https://iopscience.iop.org/info/page/text-and-data-mining
op_doi https://doi.org/10.1088/1755-1315/609/1/012050
container_title IOP Conference Series: Earth and Environmental Science
container_volume 609
container_start_page 012050
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