A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study

The Oktyabrsk PGE-Cu-Ni deposit is one of the largest resources in the Norilsk–Talnakh ore district, Russia, and it is viewed as an ore giant on a global scale. It contains three types of ores: massive, disseminated and veinlet-disseminated. The two former ore types were formed by a liquation proces...

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Published in:Minerals
Main Authors: Alexander E. Marfin, Alexei V. Ivanov, Vera D. Abramova, Tatiana N. Anziferova, Tatiana A. Radomskaya, Tamara Y. Yakich, Ksenia V. Bestemianova
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2020
Subjects:
Online Access:https://doi.org/10.3390/min10080716
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author Alexander E. Marfin
Alexei V. Ivanov
Vera D. Abramova
Tatiana N. Anziferova
Tatiana A. Radomskaya
Tamara Y. Yakich
Ksenia V. Bestemianova
author_facet Alexander E. Marfin
Alexei V. Ivanov
Vera D. Abramova
Tatiana N. Anziferova
Tatiana A. Radomskaya
Tamara Y. Yakich
Ksenia V. Bestemianova
author_sort Alexander E. Marfin
collection MDPI Open Access Publishing
container_issue 8
container_start_page 716
container_title Minerals
container_volume 10
description The Oktyabrsk PGE-Cu-Ni deposit is one of the largest resources in the Norilsk–Talnakh ore district, Russia, and it is viewed as an ore giant on a global scale. It contains three types of ores: massive, disseminated and veinlet-disseminated. The two former ore types were formed by a liquation process, whereas the latter was associated with fluid-induced selective metasomatic replacement of metamorphosed wall rocks. One of the major ore minerals in all ore types is chalcopyrite. In this study, we determined concentrations of trace elements in this mineral using laser ablation inductively coupled plasma mass spectrometry. It appeared that standard geochemical tools, such as plotting the data in the form of diagrams of normalized concentrations, binary and ternary plots, do not allow one to distinguish chalcopyrite from visually and genetically different ore types. In contrast, more advanced statistical methods such as cluster analysis show different groupings of elements for each ore type. Based on the element clustering, a classification tree was suggested, which allowed for the differentiation of massive, disseminated and veinlet-disseminated ore types of the Oktyabrsk deposit by Se, Te, Cd and Pb concentrations in chalcopyrite with a success rate of 86%. The general feature is that chalcopyrite of veinlet-disseminated ore is poorer in these elements compared to chalcopyrite of the two other ore types. Chalcopyrite of massive ore is poorer in Se and Te when compared to chalcopyrite of disseminated ore.
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op_doi https://doi.org/10.3390/min10080716
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spelling ftmdpi:oai:mdpi.com:/2075-163X/10/8/716/ 2025-01-16T23:28:44+00:00 A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study Alexander E. Marfin Alexei V. Ivanov Vera D. Abramova Tatiana N. Anziferova Tatiana A. Radomskaya Tamara Y. Yakich Ksenia V. Bestemianova agris 2020-08-14 application/pdf https://doi.org/10.3390/min10080716 EN eng Multidisciplinary Digital Publishing Institute Mineral Deposits https://dx.doi.org/10.3390/min10080716 https://creativecommons.org/licenses/by/4.0/ Minerals; Volume 10; Issue 8; Pages: 716 Talnakh Siberian flood basalts LA-ICPMS sulfide chalcopyrite cluster analysis classification tree Text 2020 ftmdpi https://doi.org/10.3390/min10080716 2023-07-31T23:55:51Z The Oktyabrsk PGE-Cu-Ni deposit is one of the largest resources in the Norilsk–Talnakh ore district, Russia, and it is viewed as an ore giant on a global scale. It contains three types of ores: massive, disseminated and veinlet-disseminated. The two former ore types were formed by a liquation process, whereas the latter was associated with fluid-induced selective metasomatic replacement of metamorphosed wall rocks. One of the major ore minerals in all ore types is chalcopyrite. In this study, we determined concentrations of trace elements in this mineral using laser ablation inductively coupled plasma mass spectrometry. It appeared that standard geochemical tools, such as plotting the data in the form of diagrams of normalized concentrations, binary and ternary plots, do not allow one to distinguish chalcopyrite from visually and genetically different ore types. In contrast, more advanced statistical methods such as cluster analysis show different groupings of elements for each ore type. Based on the element clustering, a classification tree was suggested, which allowed for the differentiation of massive, disseminated and veinlet-disseminated ore types of the Oktyabrsk deposit by Se, Te, Cd and Pb concentrations in chalcopyrite with a success rate of 86%. The general feature is that chalcopyrite of veinlet-disseminated ore is poorer in these elements compared to chalcopyrite of the two other ore types. Chalcopyrite of massive ore is poorer in Se and Te when compared to chalcopyrite of disseminated ore. Text norilsk MDPI Open Access Publishing Norilsk ENVELOPE(88.203,88.203,69.354,69.354) Talnakh ENVELOPE(88.205,88.205,69.470,69.470) Wall Rocks ENVELOPE(-129.312,-129.312,52.728,52.728) Minerals 10 8 716
spellingShingle Talnakh
Siberian flood basalts
LA-ICPMS
sulfide
chalcopyrite
cluster analysis
classification tree
Alexander E. Marfin
Alexei V. Ivanov
Vera D. Abramova
Tatiana N. Anziferova
Tatiana A. Radomskaya
Tamara Y. Yakich
Ksenia V. Bestemianova
A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study
title A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study
title_full A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study
title_fullStr A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study
title_full_unstemmed A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study
title_short A Trace Element Classification Tree for Chalcopyrite from Oktyabrsk Deposit, Norilsk–Talnakh Ore District, Russia: LA-ICPMS Study
title_sort trace element classification tree for chalcopyrite from oktyabrsk deposit, norilsk–talnakh ore district, russia: la-icpms study
topic Talnakh
Siberian flood basalts
LA-ICPMS
sulfide
chalcopyrite
cluster analysis
classification tree
topic_facet Talnakh
Siberian flood basalts
LA-ICPMS
sulfide
chalcopyrite
cluster analysis
classification tree
url https://doi.org/10.3390/min10080716