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Enumeration optimization of open pit production scheduling based on mobile capacity search domain
The optimization of open pit mine production scheduling is not only a multistage decision-making problem but also involves space–time dynamic action among multiple factors, which makes it difficult to optimize production capacity, mining sequence, mining life, and other factors simultaneously in opt...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9810607/ https://www.ncbi.nlm.nih.gov/pubmed/36596854 http://dx.doi.org/10.1038/s41598-022-27336-y |
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author | Xu, Xiaochuan Gu, Xiaowei Wang, Qing Zhao, Yunqi Kong, Wenyuan Zhu, Zhenguo Wang, Fengdan |
author_facet | Xu, Xiaochuan Gu, Xiaowei Wang, Qing Zhao, Yunqi Kong, Wenyuan Zhu, Zhenguo Wang, Fengdan |
author_sort | Xu, Xiaochuan |
collection | PubMed |
description | The optimization of open pit mine production scheduling is not only a multistage decision-making problem but also involves space–time dynamic action among multiple factors, which makes it difficult to optimize production capacity, mining sequence, mining life, and other factors simultaneously in optimizing design. In addition, the production capacity is disorderly expanded, the calculation scale is large, and the optimization time is long. Therefore, this article designs a mobile capacity search domain method to improve computing efficiency without omitting the optimal production capacity. At the same time, taking the maximum net present value as the objective function, an enumeration method is used to optimize the possible paths in different capacity domains and calculate the infrastructure investment and facility idle cost required to meet the maximum production capacity on each possible path to control the disorderly expansion and violent fluctuation of production capacity. The research shows that the open pit mine production scheduling optimization algorithm proposed in this article can not only realize the simultaneous optimization of the three elements of production capacity, mining sequence, and mining life but also improve the computing efficiency by 200 times. Furthermore, the production capacity fluctuation is less than 1.4%. The mining life of the mine is extended by 13 years, and the overall economic benefit is increased by 18%. |
format | Online Article Text |
id | pubmed-9810607 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-98106072023-01-05 Enumeration optimization of open pit production scheduling based on mobile capacity search domain Xu, Xiaochuan Gu, Xiaowei Wang, Qing Zhao, Yunqi Kong, Wenyuan Zhu, Zhenguo Wang, Fengdan Sci Rep Article The optimization of open pit mine production scheduling is not only a multistage decision-making problem but also involves space–time dynamic action among multiple factors, which makes it difficult to optimize production capacity, mining sequence, mining life, and other factors simultaneously in optimizing design. In addition, the production capacity is disorderly expanded, the calculation scale is large, and the optimization time is long. Therefore, this article designs a mobile capacity search domain method to improve computing efficiency without omitting the optimal production capacity. At the same time, taking the maximum net present value as the objective function, an enumeration method is used to optimize the possible paths in different capacity domains and calculate the infrastructure investment and facility idle cost required to meet the maximum production capacity on each possible path to control the disorderly expansion and violent fluctuation of production capacity. The research shows that the open pit mine production scheduling optimization algorithm proposed in this article can not only realize the simultaneous optimization of the three elements of production capacity, mining sequence, and mining life but also improve the computing efficiency by 200 times. Furthermore, the production capacity fluctuation is less than 1.4%. The mining life of the mine is extended by 13 years, and the overall economic benefit is increased by 18%. Nature Publishing Group UK 2023-01-03 /pmc/articles/PMC9810607/ /pubmed/36596854 http://dx.doi.org/10.1038/s41598-022-27336-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Xu, Xiaochuan Gu, Xiaowei Wang, Qing Zhao, Yunqi Kong, Wenyuan Zhu, Zhenguo Wang, Fengdan Enumeration optimization of open pit production scheduling based on mobile capacity search domain |
title | Enumeration optimization of open pit production scheduling based on mobile capacity search domain |
title_full | Enumeration optimization of open pit production scheduling based on mobile capacity search domain |
title_fullStr | Enumeration optimization of open pit production scheduling based on mobile capacity search domain |
title_full_unstemmed | Enumeration optimization of open pit production scheduling based on mobile capacity search domain |
title_short | Enumeration optimization of open pit production scheduling based on mobile capacity search domain |
title_sort | enumeration optimization of open pit production scheduling based on mobile capacity search domain |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9810607/ https://www.ncbi.nlm.nih.gov/pubmed/36596854 http://dx.doi.org/10.1038/s41598-022-27336-y |
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