Hongli Li, Zenghua Li, Y. Ouyang, Lifei Yang, Youguo Deng, Qibao Jiang, Teng Deng, Pei Shang, Yuheng Lin, Haoxuan Zeng
{"title":"应用主成分分析和谱区分形模型识别赣东北钒成矿地球化学异常","authors":"Hongli Li, Zenghua Li, Y. Ouyang, Lifei Yang, Youguo Deng, Qibao Jiang, Teng Deng, Pei Shang, Yuheng Lin, Haoxuan Zeng","doi":"10.1144/geochem2021-090","DOIUrl":null,"url":null,"abstract":"The Jiujiang region in the northeastern Jiangxi Province is known for hosting many black shale-type vanadium deposits, which are mainly hosted in the Cambrian Hetang Formation and Sinian Piyuancun Formation. In this paper, based on stream sediment data, principal component analysis (PCA) and spectrum–area (S–A) fractal modeling are used to identify geochemical anomalies associated with V mineralization. Firstly, a dataset containing 957 samples of stream sediments with 39 elements was processed using correlation analysis and cluster analysis to find out the closest V-related elements, and Ag and Cd were obtained. Secondly, the raster maps of V, Ag and Cd were created using multifractal inverse distance weighted (MIDW) interpolation method. PCA was then employed to combine the concentration values of V, Ag and Cd into one single variable representing the internal relationships among the three elements. Finally, S–A analysis was used to decompose the first component pattern obtained through PCA and to extract anomalies from the complex background. The results show that the known V deposits are located within the highly anomalous areas, which are corelated well with the distribution of black shales of the Hetang and Piyuancun formations. It is suggested that the northeastern part of Jiangxi Province potentially hosts undiscovered V deposits, and the identified anomalies could be further used to guide mineral exploration.Thematic collection: This article is part of the Applications of Innovations in Geochemical Data Analysis collection available at: https://www.lyellcollection.org/cc/applications-of-innovations-in-geochemical-data-analysis","PeriodicalId":55114,"journal":{"name":"Geochemistry-Exploration Environment Analysis","volume":" ","pages":""},"PeriodicalIF":1.0000,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Application of principal component analysis and spectrum-area fractal model to identify geochemical anomalies associated with vanadium mineralization in northeastern Jiangxi Province, South China\",\"authors\":\"Hongli Li, Zenghua Li, Y. Ouyang, Lifei Yang, Youguo Deng, Qibao Jiang, Teng Deng, Pei Shang, Yuheng Lin, Haoxuan Zeng\",\"doi\":\"10.1144/geochem2021-090\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The Jiujiang region in the northeastern Jiangxi Province is known for hosting many black shale-type vanadium deposits, which are mainly hosted in the Cambrian Hetang Formation and Sinian Piyuancun Formation. In this paper, based on stream sediment data, principal component analysis (PCA) and spectrum–area (S–A) fractal modeling are used to identify geochemical anomalies associated with V mineralization. Firstly, a dataset containing 957 samples of stream sediments with 39 elements was processed using correlation analysis and cluster analysis to find out the closest V-related elements, and Ag and Cd were obtained. Secondly, the raster maps of V, Ag and Cd were created using multifractal inverse distance weighted (MIDW) interpolation method. PCA was then employed to combine the concentration values of V, Ag and Cd into one single variable representing the internal relationships among the three elements. Finally, S–A analysis was used to decompose the first component pattern obtained through PCA and to extract anomalies from the complex background. The results show that the known V deposits are located within the highly anomalous areas, which are corelated well with the distribution of black shales of the Hetang and Piyuancun formations. 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Application of principal component analysis and spectrum-area fractal model to identify geochemical anomalies associated with vanadium mineralization in northeastern Jiangxi Province, South China
The Jiujiang region in the northeastern Jiangxi Province is known for hosting many black shale-type vanadium deposits, which are mainly hosted in the Cambrian Hetang Formation and Sinian Piyuancun Formation. In this paper, based on stream sediment data, principal component analysis (PCA) and spectrum–area (S–A) fractal modeling are used to identify geochemical anomalies associated with V mineralization. Firstly, a dataset containing 957 samples of stream sediments with 39 elements was processed using correlation analysis and cluster analysis to find out the closest V-related elements, and Ag and Cd were obtained. Secondly, the raster maps of V, Ag and Cd were created using multifractal inverse distance weighted (MIDW) interpolation method. PCA was then employed to combine the concentration values of V, Ag and Cd into one single variable representing the internal relationships among the three elements. Finally, S–A analysis was used to decompose the first component pattern obtained through PCA and to extract anomalies from the complex background. The results show that the known V deposits are located within the highly anomalous areas, which are corelated well with the distribution of black shales of the Hetang and Piyuancun formations. It is suggested that the northeastern part of Jiangxi Province potentially hosts undiscovered V deposits, and the identified anomalies could be further used to guide mineral exploration.Thematic collection: This article is part of the Applications of Innovations in Geochemical Data Analysis collection available at: https://www.lyellcollection.org/cc/applications-of-innovations-in-geochemical-data-analysis
期刊介绍:
Geochemistry: Exploration, Environment, Analysis (GEEA) is a co-owned journal of the Geological Society of London and the Association of Applied Geochemists (AAG).
GEEA focuses on mineral exploration using geochemistry; related fields also covered include geoanalysis, the development of methods and techniques used to analyse geochemical materials such as rocks, soils, sediments, waters and vegetation, and environmental issues associated with mining and source apportionment.
GEEA is well-known for its thematic sets on hot topics and regularly publishes papers from the biennial International Applied Geochemistry Symposium (IAGS).
Papers that seek to integrate geological, geochemical and geophysical methods of exploration are particularly welcome, as are those that concern geochemical mapping and those that comprise case histories. Given the many links between exploration and environmental geochemistry, the journal encourages the exchange of concepts and data; in particular, to differentiate various sources of elements.
GEEA publishes research articles; discussion papers; book reviews; editorial content and thematic sets.