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<Journal>
				<PublisherName>Shahid Beheshti University</PublisherName>
				<JournalTitle>Researches in Earth Sciences</JournalTitle>
				<Issn>2008-8299</Issn>
				<Volume>11</Volume>
				<Issue>3</Issue>
				<PubDate PubStatus="epublish">
					<Year>2020</Year>
					<Month>10</Month>
					<Day>22</Day>
				</PubDate>
			</Journal>
<ArticleTitle>Comparison of concentration-area (C-A) fractal method and singularity index in separation of geochemical anomalies of Cu element in Malayer-Aligudarz-Esfahan metallogenic zone</ArticleTitle>
<VernacularTitle>Comparison of concentration-area (C-A) fractal method and singularity index in separation of geochemical anomalies of Cu element in Malayer-Aligudarz-Esfahan metallogenic zone</VernacularTitle>
			<FirstPage>21</FirstPage>
			<LastPage>34</LastPage>
			<ELocationID EIdType="pii">97400</ELocationID>
			
<ELocationID EIdType="doi">10.52547/esrj.11.3.21</ELocationID>
			
			<Language>FA</Language>
<AuthorList>
<Author>
					<FirstName>MohamadAmin</FirstName>
					<LastName>Jafari</LastName>
<Affiliation>Department of Petrolgy, Faculty of Geology, College of Science, University of Tehran, Tehran, Iran</Affiliation>

</Author>
<Author>
					<FirstName>Ali</FirstName>
					<LastName>Kananian</LastName>
<Affiliation>Department of Petrolgy, Faculty of Geology, College of Science, University of Tehran, Tehran, Iran</Affiliation>

</Author>
<Author>
					<FirstName>Ahad</FirstName>
					<LastName>Nazarpour</LastName>
<Affiliation>Department of Geology, Faculty of Basic Sciences, Islamic Azad University, Ahwaz Branch, Ahwaz, Iran</Affiliation>

</Author>
</AuthorList>
				<PublicationType>Journal Article</PublicationType>
			<History>
				<PubDate PubStatus="received">
					<Year>2018</Year>
					<Month>11</Month>
					<Day>18</Day>
				</PubDate>
			</History>
		<Abstract>Introduction&lt;br /&gt;Malayer-Aligudarz-Esfahan metal belt with a length of more than 400 km and a width of 90 km is&lt;br /&gt;located in the active zone of Sanandaj-Sirjan and is the largest lead and zinc metal belt in Iran.&lt;br /&gt;Considering that one of the most important metals with Pb and Zn zones is Cu, in this study, in order to&lt;br /&gt;separate geochemical anomalies from background anomaly of the Cu metal, we used fractal methods&lt;br /&gt;of concentration-area (C-A) and Singularity Index (SI).&lt;br /&gt;Materials and Methods&lt;br /&gt;Multifractal&lt;br /&gt;Fractal and multifractal models have also been applied to separate anomalies from background values.&lt;br /&gt;These methods are gradually being adopted as an effective and efficient means to analyze spatial&lt;br /&gt;structures in metallic geochemical systems. The concentration-number (C-N), concentration-area (C-A)&lt;br /&gt;multifractal methods have been used for delineation and description of relations among mineralogical,&lt;br /&gt;geochemical and geological features based on surface and subsurface data. Fractal/multi-fractal models&lt;br /&gt;consist of the frequency distribution and the spatial self-similar or self-affine characteristics of&lt;br /&gt;geochemical variables and have been demonstrated to be effective tools for decomposing geological&lt;br /&gt;complexes and mixed geochemical populations and to recognize weak geochemical anomalies hidden&lt;br /&gt;within strong geochemical background.
Singularity Index (SI)&lt;br /&gt;The Singularity technique is another important method developed for fractal/multifractal modeling of&lt;br /&gt;geochemical data. It is defined as the characterization of the anomalous behaviors of singular physical&lt;br /&gt;processes that often result in anomalous amounts of energy release or material accumulation within a&lt;br /&gt;narrow spatial–temporal interval. The Singularity can be estimated from observed element&lt;br /&gt;concentration within small neighborhoods based on the following equation:&lt;br /&gt;(1) 𝑋 = 𝑐 · 𝜀!&quot;#&lt;br /&gt;The Singularity Index is a powerful tool to identify weak anomalies, but it is influenced by the selection&lt;br /&gt;of the window size.
Results and Discussion&lt;br /&gt;In general, 19974 stream sediment geochemical samples were analyzed using the ICP-MS and XRF&lt;br /&gt;method. The geochemical anomalies of the Cu metal were separated using fractal methods&lt;br /&gt;concentration-area (C-A) and according to the fitting line Cu metal on the logarithmic graph. The&lt;br /&gt;singularity index was estimated through a large window and mainly reflects regional changes but it does&lt;br /&gt;not focus on the local weak anomalies. In maps derived from fractal method of concentration-area (CA),&lt;br /&gt;the North-West and South-East parts of the zone showed the highest anomaly. In maps that were&lt;br /&gt;obtained from the Singularity Index method, the hidden anomalies are better represented and there is a&lt;br /&gt;good overlap between the anomalies and the current position of the Cu deposits in the target zone.&lt;br /&gt;Conclusion&lt;br /&gt;By matching the anomalies obtained from both methods with the geological map of the target area, it&lt;br /&gt;was determined that the obtained anomalies showed high overlap with the cretaceous limestone unit in&lt;br /&gt;the region. So this unit can be a good guide of exploration for identifying elements such as Pb, Zn and&lt;br /&gt;Cu in this area.</Abstract>
			<OtherAbstract Language="FA">Introduction&lt;br /&gt;Malayer-Aligudarz-Esfahan metal belt with a length of more than 400 km and a width of 90 km is&lt;br /&gt;located in the active zone of Sanandaj-Sirjan and is the largest lead and zinc metal belt in Iran.&lt;br /&gt;Considering that one of the most important metals with Pb and Zn zones is Cu, in this study, in order to&lt;br /&gt;separate geochemical anomalies from background anomaly of the Cu metal, we used fractal methods&lt;br /&gt;of concentration-area (C-A) and Singularity Index (SI).&lt;br /&gt;Materials and Methods&lt;br /&gt;Multifractal&lt;br /&gt;Fractal and multifractal models have also been applied to separate anomalies from background values.&lt;br /&gt;These methods are gradually being adopted as an effective and efficient means to analyze spatial&lt;br /&gt;structures in metallic geochemical systems. The concentration-number (C-N), concentration-area (C-A)&lt;br /&gt;multifractal methods have been used for delineation and description of relations among mineralogical,&lt;br /&gt;geochemical and geological features based on surface and subsurface data. Fractal/multi-fractal models&lt;br /&gt;consist of the frequency distribution and the spatial self-similar or self-affine characteristics of&lt;br /&gt;geochemical variables and have been demonstrated to be effective tools for decomposing geological&lt;br /&gt;complexes and mixed geochemical populations and to recognize weak geochemical anomalies hidden&lt;br /&gt;within strong geochemical background.
Singularity Index (SI)&lt;br /&gt;The Singularity technique is another important method developed for fractal/multifractal modeling of&lt;br /&gt;geochemical data. It is defined as the characterization of the anomalous behaviors of singular physical&lt;br /&gt;processes that often result in anomalous amounts of energy release or material accumulation within a&lt;br /&gt;narrow spatial–temporal interval. The Singularity can be estimated from observed element&lt;br /&gt;concentration within small neighborhoods based on the following equation:&lt;br /&gt;(1) 𝑋 = 𝑐 · 𝜀!&quot;#&lt;br /&gt;The Singularity Index is a powerful tool to identify weak anomalies, but it is influenced by the selection&lt;br /&gt;of the window size.
Results and Discussion&lt;br /&gt;In general, 19974 stream sediment geochemical samples were analyzed using the ICP-MS and XRF&lt;br /&gt;method. The geochemical anomalies of the Cu metal were separated using fractal methods&lt;br /&gt;concentration-area (C-A) and according to the fitting line Cu metal on the logarithmic graph. The&lt;br /&gt;singularity index was estimated through a large window and mainly reflects regional changes but it does&lt;br /&gt;not focus on the local weak anomalies. In maps derived from fractal method of concentration-area (CA),&lt;br /&gt;the North-West and South-East parts of the zone showed the highest anomaly. In maps that were&lt;br /&gt;obtained from the Singularity Index method, the hidden anomalies are better represented and there is a&lt;br /&gt;good overlap between the anomalies and the current position of the Cu deposits in the target zone.&lt;br /&gt;Conclusion&lt;br /&gt;By matching the anomalies obtained from both methods with the geological map of the target area, it&lt;br /&gt;was determined that the obtained anomalies showed high overlap with the cretaceous limestone unit in&lt;br /&gt;the region. So this unit can be a good guide of exploration for identifying elements such as Pb, Zn and&lt;br /&gt;Cu in this area.</OtherAbstract>
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<ArchiveCopySource DocType="pdf">https://esrj.sbu.ac.ir/article_97400_a19a4af92c8d1f4db489ee8e98e4259c.pdf</ArchiveCopySource>
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