Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull Search
The continuity and homogeneity of sandstone uranium deposits are inherent characteristics that affect in situ leaching performance indexes and have important guiding effects on the optimization of mining design. In this work, we propose a spatial information entropy calculation method based on a con...
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doaj-79509828ac664ad5a850f4af1c7637b42021-03-30T02:49:55ZengIEEEIEEE Access2169-35362020-01-018463074632310.1109/ACCESS.2020.29781539022951Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull SearchKang He0https://orcid.org/0000-0001-7678-6757Ming-Tao Jia1Chen Mei-Fang2School of Resources and Safety Engineering, Central South University, Changsha, ChinaSchool of Resources and Safety Engineering, Central South University, Changsha, ChinaXinjiang Zhonghe Tianshan Uranium Industry Company, Ltd., Yili, ChinaThe continuity and homogeneity of sandstone uranium deposits are inherent characteristics that affect in situ leaching performance indexes and have important guiding effects on the optimization of mining design. In this work, we propose a spatial information entropy calculation method based on a convex hull search strategy to quantitatively evaluate the geological characteristics of uranium deposits. We use the 3-D block model of sandstone-hosted uranium deposits as hard data. First, we use the Alpha-Shapes algorithm to calculate the convex hull of the space area where various types of unit blocks are located. Second, we formulate a suitable multi-point configuration based on the convex hull size. Then, we use the multi-point density function. Scanning the convex hull point cloud establishes a probability density function to calculate the local information entropy of various sub-regions. Finally, the local spatial information entropy is aggregated using addition and multiplication to obtain the joint spatial information entropy of the entire evaluation area. A series of parameter sensitivity and performance analysis experiments prove the stability of the method and the accuracy of the quantitative and homogeneous evaluations of the complex geological conditions. In order to solve the problem of the difference between the designed production capacity and actual production capacity of a uranium deposit, we use a new method to evaluate the homogeneity and continuity of the lithology and grade of the deposit. The new method and evaluation conclusions can be used for the automation and understanding of future engineering optimization processes.https://ieeexplore.ieee.org/document/9022951/Sandstone-hosted uranium depositsmultiple-point density functionconvex hull searchspatial information entropyreservoir homogeneity and continuity |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Kang He Ming-Tao Jia Chen Mei-Fang |
spellingShingle |
Kang He Ming-Tao Jia Chen Mei-Fang Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull Search IEEE Access Sandstone-hosted uranium deposits multiple-point density function convex hull search spatial information entropy reservoir homogeneity and continuity |
author_facet |
Kang He Ming-Tao Jia Chen Mei-Fang |
author_sort |
Kang He |
title |
Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull Search |
title_short |
Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull Search |
title_full |
Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull Search |
title_fullStr |
Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull Search |
title_full_unstemmed |
Entropy Evaluation Method for Sandstone Uranium Reservoir Characteristics Based on Convex Hull Search |
title_sort |
entropy evaluation method for sandstone uranium reservoir characteristics based on convex hull search |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2020-01-01 |
description |
The continuity and homogeneity of sandstone uranium deposits are inherent characteristics that affect in situ leaching performance indexes and have important guiding effects on the optimization of mining design. In this work, we propose a spatial information entropy calculation method based on a convex hull search strategy to quantitatively evaluate the geological characteristics of uranium deposits. We use the 3-D block model of sandstone-hosted uranium deposits as hard data. First, we use the Alpha-Shapes algorithm to calculate the convex hull of the space area where various types of unit blocks are located. Second, we formulate a suitable multi-point configuration based on the convex hull size. Then, we use the multi-point density function. Scanning the convex hull point cloud establishes a probability density function to calculate the local information entropy of various sub-regions. Finally, the local spatial information entropy is aggregated using addition and multiplication to obtain the joint spatial information entropy of the entire evaluation area. A series of parameter sensitivity and performance analysis experiments prove the stability of the method and the accuracy of the quantitative and homogeneous evaluations of the complex geological conditions. In order to solve the problem of the difference between the designed production capacity and actual production capacity of a uranium deposit, we use a new method to evaluate the homogeneity and continuity of the lithology and grade of the deposit. The new method and evaluation conclusions can be used for the automation and understanding of future engineering optimization processes. |
topic |
Sandstone-hosted uranium deposits multiple-point density function convex hull search spatial information entropy reservoir homogeneity and continuity |
url |
https://ieeexplore.ieee.org/document/9022951/ |
work_keys_str_mv |
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