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The influence of distance weight on the inverse distance weighted method for ore-grade estimation

In order to study the influence of distance weight on ore-grade estimation, the inverse distance weighted (IDW) is used to estimate the Ni grade and MgO grade of serpentinite ore based on a three-dimensional ore body model and related block models. Manhattan distance, Euclidean distance, Chebyshev d...

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Autores principales: Liu, Zhan-Ning, Yu, Xiao-Yan, Jia, Li-Feng, Wang, Yuan-Sheng, Song, Yu-Chen, Meng, Hai-Dong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7846575/
https://www.ncbi.nlm.nih.gov/pubmed/33514843
http://dx.doi.org/10.1038/s41598-021-82227-y
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author Liu, Zhan-Ning
Yu, Xiao-Yan
Jia, Li-Feng
Wang, Yuan-Sheng
Song, Yu-Chen
Meng, Hai-Dong
author_facet Liu, Zhan-Ning
Yu, Xiao-Yan
Jia, Li-Feng
Wang, Yuan-Sheng
Song, Yu-Chen
Meng, Hai-Dong
author_sort Liu, Zhan-Ning
collection PubMed
description In order to study the influence of distance weight on ore-grade estimation, the inverse distance weighted (IDW) is used to estimate the Ni grade and MgO grade of serpentinite ore based on a three-dimensional ore body model and related block models. Manhattan distance, Euclidean distance, Chebyshev distance, and multiple forms of the Minkowski distance are used to calculate distance weight of IDW. Results show that using the Minkowski distance for the distance weight calculation is feasible. The law of the estimated results along with the distance weight is given. The study expands the distance weight calculation method in the IDW method, and a new method for improving estimation accuracy is given. Researchers can choose different weight calculation methods according to their needs. In this study, the estimated effect is best when the power of the Minkowski distance is 3 for a 10 m × 10 m × 10 m block model. For a 20 m × 20 m × 20 m block model, the estimated effect is best when the power of the Minkowski distance is 9.
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spelling pubmed-78465752021-02-01 The influence of distance weight on the inverse distance weighted method for ore-grade estimation Liu, Zhan-Ning Yu, Xiao-Yan Jia, Li-Feng Wang, Yuan-Sheng Song, Yu-Chen Meng, Hai-Dong Sci Rep Article In order to study the influence of distance weight on ore-grade estimation, the inverse distance weighted (IDW) is used to estimate the Ni grade and MgO grade of serpentinite ore based on a three-dimensional ore body model and related block models. Manhattan distance, Euclidean distance, Chebyshev distance, and multiple forms of the Minkowski distance are used to calculate distance weight of IDW. Results show that using the Minkowski distance for the distance weight calculation is feasible. The law of the estimated results along with the distance weight is given. The study expands the distance weight calculation method in the IDW method, and a new method for improving estimation accuracy is given. Researchers can choose different weight calculation methods according to their needs. In this study, the estimated effect is best when the power of the Minkowski distance is 3 for a 10 m × 10 m × 10 m block model. For a 20 m × 20 m × 20 m block model, the estimated effect is best when the power of the Minkowski distance is 9. Nature Publishing Group UK 2021-01-29 /pmc/articles/PMC7846575/ /pubmed/33514843 http://dx.doi.org/10.1038/s41598-021-82227-y Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Liu, Zhan-Ning
Yu, Xiao-Yan
Jia, Li-Feng
Wang, Yuan-Sheng
Song, Yu-Chen
Meng, Hai-Dong
The influence of distance weight on the inverse distance weighted method for ore-grade estimation
title The influence of distance weight on the inverse distance weighted method for ore-grade estimation
title_full The influence of distance weight on the inverse distance weighted method for ore-grade estimation
title_fullStr The influence of distance weight on the inverse distance weighted method for ore-grade estimation
title_full_unstemmed The influence of distance weight on the inverse distance weighted method for ore-grade estimation
title_short The influence of distance weight on the inverse distance weighted method for ore-grade estimation
title_sort influence of distance weight on the inverse distance weighted method for ore-grade estimation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7846575/
https://www.ncbi.nlm.nih.gov/pubmed/33514843
http://dx.doi.org/10.1038/s41598-021-82227-y
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