A Novel Approach for Enhancing Geologically Aligned Fusion of Multiple Geophysical Inverse Models in the Porphyry-Cu Deposit of Zaftak, Kerman, Iran

IF 4.8 2区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY
Morteza Erfanian-Norouzzadeh, Nader Fathianpour
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引用次数: 0

Abstract

The simultaneous interpretation of multiple geophysical data through their inverted models of various physical properties of subsurface geological structures and formations related to mineral deposits is a challenging task in mineral exploration. In this paper, a three-dimensional fusion algorithm based on the use of a two-dimensional contourlet transform for concurrent interpretation of multiple geophysical models is proposed. To achieve this, initially, a synthetic model based on a general structure simulating the spatial distribution of physical and geological properties of typical porphyry-Cu deposits using a mineral exploration database is generated, and the results of applying the proposed algorithm to this model are presented. Subsequently, the proposed algorithm is implemented on the Zaftak porphyry-Cu deposit in the southern part of Kerman Province in southern Iran. For this purpose, two fusion models with different contourlet decomposition levels are compared through their consistency with the geological settings of the study area to select the best fusion model using two well-known consistency analyses known as Jensen–Shannon divergence index and BLOB Analysis score. Moreover, the fusion models with 2 and 3 contourlet decomposition levels are compared based on available exploratory data. Finally, based on the validation and conformity of the fused model with the available exploratory borehole data and the geology of the study area, a suitable match for the three-dimensional fused model using two-dimensional contourlet transform with the Jensen–Shannon divergence index of 95.13% and a BLOB Analysis score of 4.68 was found.

伊朗Zaftak斑岩-铜矿多地球物理反演模型地质定向融合新方法
利用与矿床有关的地下地质构造和地层各种物性的反演模型,同时解释多种地球物理资料是矿产勘查中的一项具有挑战性的任务。本文提出了一种基于二维轮廓波变换的三维融合算法,用于多个地球物理模型的同时解释。为了实现这一目标,首先利用矿产勘查数据库,建立了一个基于一般构造的模拟典型斑岩铜矿物理地质性质空间分布的综合模型,并给出了该模型的应用结果。随后,将该算法应用于伊朗南部克尔曼省南部Zaftak斑岩铜矿。为此,利用Jensen-Shannon散度指数和BLOB分析分数这两种众所周知的一致性分析方法,通过比较不同contourlet分解水平的两种融合模型与研究区地质背景的一致性,选择最佳融合模型。此外,基于现有的探索性数据,对2和3个contourlet分解层次的融合模型进行了比较。最后,在将融合模型与现有勘探钻孔资料及研究区地质条件进行验证和符合性的基础上,利用二维contourlet变换与三维融合模型进行匹配,其Jensen-Shannon散度指数为95.13%,BLOB分析分数为4.68。
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来源期刊
Natural Resources Research
Natural Resources Research Environmental Science-General Environmental Science
CiteScore
11.90
自引率
11.10%
发文量
151
期刊介绍: This journal publishes quantitative studies of natural (mainly but not limited to mineral) resources exploration, evaluation and exploitation, including environmental and risk-related aspects. Typical articles use geoscientific data or analyses to assess, test, or compare resource-related aspects. NRR covers a wide variety of resources including minerals, coal, hydrocarbon, geothermal, water, and vegetation. Case studies are welcome.
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