Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)

Abstract We applied factor analysis (FA) for statistical comparison of XRF and XRD data on 198 carbonatite and aluminosilicate rock samples of the Kontozero Devonian paleovolcano. This method helps to identify main, secondary, and some accessory minerals, as well as to estimate the approximate conte...

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Published in:IOP Conference Series: Earth and Environmental Science
Main Authors: Kozlov, Evgeniy, Fomina, Ekaterina
Format: Article in Journal/Newspaper
Language:unknown
Published: IOP Publishing 2020
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Online Access:http://dx.doi.org/10.1088/1755-1315/609/1/012049
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012049/pdf
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012049
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spelling crioppubl:10.1088/1755-1315/609/1/012049 2024-06-02T08:09:56+00:00 Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia) Kozlov, Evgeniy Fomina, Ekaterina 2020 http://dx.doi.org/10.1088/1755-1315/609/1/012049 https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012049/pdf https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012049 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 012049 ISSN 1755-1307 1755-1315 journal-article 2020 crioppubl https://doi.org/10.1088/1755-1315/609/1/012049 2024-05-07T14:03:07Z Abstract We applied factor analysis (FA) for statistical comparison of XRF and XRD data on 198 carbonatite and aluminosilicate rock samples of the Kontozero Devonian paleovolcano. This method helps to identify main, secondary, and some accessory minerals, as well as to estimate the approximate contents of these minerals and to assess their contribution on the distribution of major and trace elements (Fomina et al., 2019). With the view of control purposes, qualitative and semiquantitative analysis of diffraction data were performed. Several dozen factors quickly yielded to mineralogical interpretation. For the studied samples, a functional relationship was established between the calculated mineral content and the score of the factor (FS) corresponding to the mineral. Thus, the FS can serve as a handy tool for assessing the contents of minerals. Thereby we visualise the distribution of minerals in the space of the studied complex. We also found out which mineral phases are ubiquitous, and which present only in certain parts of the section or occur sporadically. These data allowed us to make a mineralogical interpretation of the results of FA, performed solely for the geochemical variables. The main trends in the mineralogical and geochemical evolution of carbonatite and aluminosilicate rocks of the Kontozero Devonian paleovolcano were thus determined and statistically substantiated. All these results were obtained in a short time at the earliest stages of the research. A “blind” statistical method guarantees the independence of the results on a priori hypothesis of the researcher. The time-consuming classical techniques (e.g., petrography, mineralogical studies, and quantitative analysis of diffraction data) verified the geological model described by statistics. 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 012049
institution Open Polar
collection IOP Publishing
op_collection_id crioppubl
language unknown
description Abstract We applied factor analysis (FA) for statistical comparison of XRF and XRD data on 198 carbonatite and aluminosilicate rock samples of the Kontozero Devonian paleovolcano. This method helps to identify main, secondary, and some accessory minerals, as well as to estimate the approximate contents of these minerals and to assess their contribution on the distribution of major and trace elements (Fomina et al., 2019). With the view of control purposes, qualitative and semiquantitative analysis of diffraction data were performed. Several dozen factors quickly yielded to mineralogical interpretation. For the studied samples, a functional relationship was established between the calculated mineral content and the score of the factor (FS) corresponding to the mineral. Thus, the FS can serve as a handy tool for assessing the contents of minerals. Thereby we visualise the distribution of minerals in the space of the studied complex. We also found out which mineral phases are ubiquitous, and which present only in certain parts of the section or occur sporadically. These data allowed us to make a mineralogical interpretation of the results of FA, performed solely for the geochemical variables. The main trends in the mineralogical and geochemical evolution of carbonatite and aluminosilicate rocks of the Kontozero Devonian paleovolcano were thus determined and statistically substantiated. All these results were obtained in a short time at the earliest stages of the research. A “blind” statistical method guarantees the independence of the results on a priori hypothesis of the researcher. The time-consuming classical techniques (e.g., petrography, mineralogical studies, and quantitative analysis of diffraction data) verified the geological model described by statistics.
format Article in Journal/Newspaper
author Kozlov, Evgeniy
Fomina, Ekaterina
spellingShingle Kozlov, Evgeniy
Fomina, Ekaterina
Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
author_facet Kozlov, Evgeniy
Fomina, Ekaterina
author_sort Kozlov, Evgeniy
title Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_short Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_full Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_fullStr Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_full_unstemmed Geological Interpretation of the Results of Factor Analysis of XRF- and XRD-Data on Carbonatites and Aluminosilicate Rocks of the Kontozero Alkaline Complex (Kola Peninsula, NW Russia)
title_sort geological interpretation of the results of factor analysis of xrf- and xrd-data on carbonatites and aluminosilicate rocks of the kontozero alkaline complex (kola peninsula, nw russia)
publisher IOP Publishing
publishDate 2020
url http://dx.doi.org/10.1088/1755-1315/609/1/012049
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012049/pdf
https://iopscience.iop.org/article/10.1088/1755-1315/609/1/012049
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 012049
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/10.1088/1755-1315/609/1/012049
container_title IOP Conference Series: Earth and Environmental Science
container_volume 609
container_start_page 012049
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