Modelling spatial uncertainty of geochemical anomalies using fractal and sequential indicator simulation methods
Wang H. Zuo R. Carranza E.J.M. Madani N.
30 November 2022Geological Society of London
Geochemistry: Exploration, Environment, Analysis
2022#22Issue 4
Mapping of geochemical anomalies is crucial to exploration and environmental geochemistry. The complex geochemical landscape, multiple geological sources and various secondary surficial processes impose a certain degree of spatial uncertainty in mapping of geochemical anomalies. Quantifying this uncertainty is significant for improving the efficiency of environmental monitoring or mineral prospecting. In this paper, sequential indicator simulation (SISIM) was used to assess local and spatial uncertainties of geochemical anomalies, and the concentration–area (C–A) fractal model was employed to determine the geochemical threshold prior to SISIM analysis. To illustrate the uncertainty of Ag geochemical anomalies, Ag concentration data of 1880 soil samples collected from NE of the Dong Ujimqin Banner district of Inner Mongolia, North China, was used in this study. Based on a set of simulation realizations of Ag concentrations, it was concluded that areas with low local (i.e. single-location) uncertainty of Ag concentrations entail low risk for mineral exploration. However, the spatial uncertainty for multi-locations showed that the joint probability statistics were stricter than local uncertainty. Therefore, combining local probability and spatial joint probability for delineating geochemical anomalies of Ag is more acceptable and reliable. The hybrid approach using the C–A fractal model and SISIM provides a new way to delineate anomalous areas by considering the uncertainty of spatial distributions of geochemical elements.
fractal model , geochemical anomaly , indicator kriging , sequential indicator simulation , spatial uncertainty
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Institute of Resource and Environmental Engineering, Hebei GEO University, Shijiazhuang, 050031, China
Hebei Key Laboratory of Strategic Critical Mineral Resources, Hebei GEO University, Shijiazhuang, 050031, China
State Key Laboratory of Geological Processes and Mineral Resources, China University of Geosciences, Wuhan, 430074, China
Department of Geology, University of the Free State, Bloemfontein, South Africa
School of Mining & Geosciences, Nazarbayev University, Nur-Sultan city, Kazakhstan
Institute of Resource and Environmental Engineering
Hebei Key Laboratory of Strategic Critical Mineral Resources
State Key Laboratory of Geological Processes and Mineral Resources
Department of Geology
School of Mining & Geosciences
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