Distance-gradient-based variogram and Kriging to evaluate cobalt-rich crust deposits on seamounts |
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Institution: | 1. National Technical University “Kharkiv Polytechnical Institute”, Frunze-Str. 21, 61002 Kharkiv, Ukraine;2. Center for Nano-Wear, Yonsei University, Seoul 120-749, Republic of Korea |
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Abstract: | The spatial distribution of cobalt-rich crust thicknesses on seamounts is partly controlled by water depth and slope gradients. Conventional distance–direction-based variogram have not effectively expressed the spatial self-correlation or anisotropy of the thicknesses of cobalt-rich crusts. To estimate resources in cobalt-rich crusts on seamounts using geostatistics, we constructed a new variogram model to adapt to the spatial distribution of the thicknesses of the cobalt-rich crusts. In this model, we defined the data related to cobalt-rich crusts on seamounts as three-dimensional surface random variables, presented an experimental variogram process based on the distance–gradient or distance–“relative water depth,” and provided a theoretical variogram model that follows this process. This method was demonstrated by the spatial estimation of the thicknesses of cobalt-rich crusts on a seamount, and the results indicated that the new variogram model reflects the spatial self-correlation of the thicknesses of cobalt-rich crusts well. Substituted into the Kriging equation, the new variogram model successfully estimated the spatial thickness distribution of these cobalt-rich crusts. |
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Keywords: | Seamounts Cobalt-rich crust Mineral resource evaluation Geostatistics Variogram |
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