Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)

Introduction Calamine Zn-Pb deposit (Mehdiabad, Yazd, Central Iran) is a mineable nonsulfide mineralization, located in the upper part of a volcano-sedimentary basin at intersection with erosion surfaces. From statistical viewpoint, geochemical distributions of trace elements due to volcanic-exhala...

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Main Authors: Nasrin Sadrmohammadi, Seyed Reza Mehrnia, Khalil Rezaei, Selma Kadioğlu, Mahmood Honarvar
Format: Article
Language:fas
Published: Ferdowsi University of Mashhad 2021-09-01
Series:Journal of Economic Geology
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Online Access:https://econg.um.ac.ir/article_40561.html?lang=en
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author Nasrin Sadrmohammadi
Seyed Reza Mehrnia
Khalil Rezaei
Selma Kadioğlu
Mahmood Honarvar
spellingShingle Nasrin Sadrmohammadi
Seyed Reza Mehrnia
Khalil Rezaei
Selma Kadioğlu
Mahmood Honarvar
Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)
Journal of Economic Geology
brownian surface
calamine
zn-pb mineralization
variance-distance model
author_facet Nasrin Sadrmohammadi
Seyed Reza Mehrnia
Khalil Rezaei
Selma Kadioğlu
Mahmood Honarvar
author_sort Nasrin Sadrmohammadi
title Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)
title_short Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)
title_full Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)
title_fullStr Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)
title_full_unstemmed Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)
title_sort application of variance-distance exponential model in geochemical studies of zinc calamine ore deposit (mehdiabad mining complex of yazd)
publisher Ferdowsi University of Mashhad
series Journal of Economic Geology
issn 2008-7306
publishDate 2021-09-01
description Introduction Calamine Zn-Pb deposit (Mehdiabad, Yazd, Central Iran) is a mineable nonsulfide mineralization, located in the upper part of a volcano-sedimentary basin at intersection with erosion surfaces. From statistical viewpoint, geochemical distributions of trace elements due to volcanic-exhalative processes, may naturally be predominated by self-organized zonation in ore mineralized regions (Cheng et al., 2000; Mehrnia, 2017). Therefore, attention is paid to nonlinear distribution of particular elements to finding their spatial relations with concealed ore mineralization for prospecting sedimentary-hosted exhalative deposit (SEDEX). In this way, calculation and analysis of statistical coefficients is a necessary stage for prospection of the inter-relation of typomorphic elements. In cases where the erosion surfaces result in redistribution of supra ore elements, the approach of linear regression coefficient is not recommended, because progressive weathering usually hides the natural zonality of elements, as an expected criterion for hypogenic mineralization (Hassani-Pak, 2012). Our research approach which is to find a proper zonality of elements is based on nonlinear assessment of geochemical distributions for a case of epigenetic mineralization that seems to be related to deep/concealed SEDEX deposits. Material and method Current research uses a variance-distance equation to modify the linear regression results as follows: (1) where Log (Vx) and Log (Dvx) are the logarithms of variances and distances respectively; and FD is the fractal dimension. A log-log plot is used to illustrate Vx and Dvx changes on horizontal (X) and vertical (Y) axes to obtain a distribution’s density function. By statistical concepts, FD is an independent variable from the central tendencies as well as distribution parameters. Meanwhile, a self-organizing property of geochemical distributions is geometrically dependent on fractal dimension changes on power-law’s log-log plots. For obtaining the natural geochemical zonation of Calamine’s path-finder elements, a set of lithogeochemical data has been used. Consequently, a total of 180 litho-samples of Calamine region were collected and interpolated to find the anomalous populations. A GIS-based software (Spatial Analyst) was used here to obtain geometric and statistical quantities which are necessary for variance-distance equation (Teymoorian-Motlagh et al., 2012). This soft-package works on ArcMap with the ability to export summarized data to other supplementary software packages such as Excel which are used to complete and present V-D log-log plots. At the second step, we used fractal dimension changes to identify the Brownian surfaces of elements. This surface usually contains a set of paragenetic elements which are found together within several correlated zonations with respect to their rate of activities in magmatic environments. A Brownian surfaces is formed of particular geometric locations of self-similar populations. When it changes between 2.5>FD>2, it represents scale-invariant continuity of distributions (Thorarinsson and Magnusson, 1990). In other word, this surface denotes the tendency of trace-elements to nonlinear distributions and it is geometrically related to a probable phase of mineralization in some epigenetic ore deposits. Discussion Based on a variance-distance model for Calamine’s indicative and path-finder elements, six target areas are presented in a contoured prognostic map, which contains As, Zn, Cr, Sb, S, Co, Cu, Pb, Ni and Ag in a sequent. Order of this sequent is based on geometry of their Brownian surfaces. The largest surface belongs to As while the smallest one belongs to Ag and Cd. Among the elements which have reached the Brownian surface, As, Sb and Zn shared similar fractal parameters and extended at the background of other elements. Cr was the only element which did not follow the As, Sb and Zn backgrounds, because its geometrical location is independent of other elements. The mentioned target-areas which are marked on the prognostic map, have different scoring of mineralization potentials that is prioritized by considering zonation peculiarities of elements on fractal surfaces. Results Fractal relationship of elements is conceptually different from what is generally stated in statistical models. Therefore, many elements which have desirable linear correlation with each other (relatively good condition for path-finding), are unfavorable as V-D models and vice versa. From a nonlinear perspective, a Poisson distribution is the most important criterion for analyzing coherency of elements in hypogenic environments. As a final result, we have illustrated that Brownian surfaces in As, Zn and Sb are extended well in the central and southeastern parts of Calamine, marking a proper relation of the structures with the host units during exhalative activities of the region. The high amount of these elements compared to the background indicates the effect of fluid flows and the penetration of mineralizing solutions under a supergene condition of the mine as well opening the fractures and fault systems. References Cheng, Q., Xu, Y. and Grunsky, E., 2000. Integrated spatial and spectrum method for geochemical anomaly separation. Natural Resources Research 9(1): 43–51. https://doi.org/10.1023/A:1010109829861 Hassani-Pak, A.A., 2012. Principles of geochemical exploration. University of Tehran Publication, Tehran, 615 pp. (in Persian) Mehrnia, S.R., 2017. Application of Fractal Technique for Analysis of Geophysical - Geochemical Databases in Tekieh Pb-Zn Ore Deposit (SE of Arak). Journal of Economic Geology, 8(2): 325–342. (in Persian with English abstract) https://doi.org/10.22067/econg.v8i2.42454 Teymoorian-Motlagh, A., Ebrahimzadeh-Ardestani, V. and Mehrnia, R., 2012. Fractal method for determining the density of the stone tablet in Charak region (southern Iran). Life Science Journal. 9(4): 1913–1923. https://doi.org/ 10.7537/marslsj090412.290 Thorarinsson, F. and Magnusson, S.G., 1990. Bouguer density determination by fractal analysis. Geophysics, 55(7): 932–935. https://doi.org/10.1190/1.1442909
topic brownian surface
calamine
zn-pb mineralization
variance-distance model
url https://econg.um.ac.ir/article_40561.html?lang=en
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spelling doaj-caf728e283d64374a59518e9c72693542021-09-28T07:16:35ZfasFerdowsi University of MashhadJournal of Economic Geology2008-73062021-09-0113241143410.22067/ECONG.V13I2.87140Application of Variance-Distance exponential model in geochemical studies of zinc calamine ore deposit (Mehdiabad mining complex of Yazd)Nasrin Sadrmohammadi 0https://orcid.org/0000-0002-7193-2222Seyed Reza Mehrnia 1Khalil Rezaei 2Selma Kadioğlu3Mahmood Honarvar4Department of Geology, Faculty of Earth Sciences, Kharazmi University of Tehran, Tehran, IranDepartment of Geology, Faculty of Sciences, Payam Noor University (PNU), Tehran, IranDepartment of Geology, Faculty of Earth Sciences, Kharazmi University of Tehran, Tehran, IranDepartment of Geophysical Engineering, Faculty of Engineering, Ankara University, Ankara, TurkeyZap consulting engineers, Tehran, IranIntroduction Calamine Zn-Pb deposit (Mehdiabad, Yazd, Central Iran) is a mineable nonsulfide mineralization, located in the upper part of a volcano-sedimentary basin at intersection with erosion surfaces. From statistical viewpoint, geochemical distributions of trace elements due to volcanic-exhalative processes, may naturally be predominated by self-organized zonation in ore mineralized regions (Cheng et al., 2000; Mehrnia, 2017). Therefore, attention is paid to nonlinear distribution of particular elements to finding their spatial relations with concealed ore mineralization for prospecting sedimentary-hosted exhalative deposit (SEDEX). In this way, calculation and analysis of statistical coefficients is a necessary stage for prospection of the inter-relation of typomorphic elements. In cases where the erosion surfaces result in redistribution of supra ore elements, the approach of linear regression coefficient is not recommended, because progressive weathering usually hides the natural zonality of elements, as an expected criterion for hypogenic mineralization (Hassani-Pak, 2012). Our research approach which is to find a proper zonality of elements is based on nonlinear assessment of geochemical distributions for a case of epigenetic mineralization that seems to be related to deep/concealed SEDEX deposits. Material and method Current research uses a variance-distance equation to modify the linear regression results as follows: (1) where Log (Vx) and Log (Dvx) are the logarithms of variances and distances respectively; and FD is the fractal dimension. A log-log plot is used to illustrate Vx and Dvx changes on horizontal (X) and vertical (Y) axes to obtain a distribution’s density function. By statistical concepts, FD is an independent variable from the central tendencies as well as distribution parameters. Meanwhile, a self-organizing property of geochemical distributions is geometrically dependent on fractal dimension changes on power-law’s log-log plots. For obtaining the natural geochemical zonation of Calamine’s path-finder elements, a set of lithogeochemical data has been used. Consequently, a total of 180 litho-samples of Calamine region were collected and interpolated to find the anomalous populations. A GIS-based software (Spatial Analyst) was used here to obtain geometric and statistical quantities which are necessary for variance-distance equation (Teymoorian-Motlagh et al., 2012). This soft-package works on ArcMap with the ability to export summarized data to other supplementary software packages such as Excel which are used to complete and present V-D log-log plots. At the second step, we used fractal dimension changes to identify the Brownian surfaces of elements. This surface usually contains a set of paragenetic elements which are found together within several correlated zonations with respect to their rate of activities in magmatic environments. A Brownian surfaces is formed of particular geometric locations of self-similar populations. When it changes between 2.5>FD>2, it represents scale-invariant continuity of distributions (Thorarinsson and Magnusson, 1990). In other word, this surface denotes the tendency of trace-elements to nonlinear distributions and it is geometrically related to a probable phase of mineralization in some epigenetic ore deposits. Discussion Based on a variance-distance model for Calamine’s indicative and path-finder elements, six target areas are presented in a contoured prognostic map, which contains As, Zn, Cr, Sb, S, Co, Cu, Pb, Ni and Ag in a sequent. Order of this sequent is based on geometry of their Brownian surfaces. The largest surface belongs to As while the smallest one belongs to Ag and Cd. Among the elements which have reached the Brownian surface, As, Sb and Zn shared similar fractal parameters and extended at the background of other elements. Cr was the only element which did not follow the As, Sb and Zn backgrounds, because its geometrical location is independent of other elements. The mentioned target-areas which are marked on the prognostic map, have different scoring of mineralization potentials that is prioritized by considering zonation peculiarities of elements on fractal surfaces. Results Fractal relationship of elements is conceptually different from what is generally stated in statistical models. Therefore, many elements which have desirable linear correlation with each other (relatively good condition for path-finding), are unfavorable as V-D models and vice versa. From a nonlinear perspective, a Poisson distribution is the most important criterion for analyzing coherency of elements in hypogenic environments. As a final result, we have illustrated that Brownian surfaces in As, Zn and Sb are extended well in the central and southeastern parts of Calamine, marking a proper relation of the structures with the host units during exhalative activities of the region. The high amount of these elements compared to the background indicates the effect of fluid flows and the penetration of mineralizing solutions under a supergene condition of the mine as well opening the fractures and fault systems. References Cheng, Q., Xu, Y. and Grunsky, E., 2000. Integrated spatial and spectrum method for geochemical anomaly separation. Natural Resources Research 9(1): 43–51. https://doi.org/10.1023/A:1010109829861 Hassani-Pak, A.A., 2012. Principles of geochemical exploration. University of Tehran Publication, Tehran, 615 pp. (in Persian) Mehrnia, S.R., 2017. Application of Fractal Technique for Analysis of Geophysical - Geochemical Databases in Tekieh Pb-Zn Ore Deposit (SE of Arak). Journal of Economic Geology, 8(2): 325–342. (in Persian with English abstract) https://doi.org/10.22067/econg.v8i2.42454 Teymoorian-Motlagh, A., Ebrahimzadeh-Ardestani, V. and Mehrnia, R., 2012. Fractal method for determining the density of the stone tablet in Charak region (southern Iran). Life Science Journal. 9(4): 1913–1923. https://doi.org/ 10.7537/marslsj090412.290 Thorarinsson, F. and Magnusson, S.G., 1990. Bouguer density determination by fractal analysis. Geophysics, 55(7): 932–935. https://doi.org/10.1190/1.1442909 https://econg.um.ac.ir/article_40561.html?lang=enbrownian surfacecalaminezn-pb mineralizationvariance-distance model