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Optimal location of water level sensors for monitoring mine water inrush based on the set covering model
Water inrush is one of the major mining disasters that may lead to numerous casualties. The development of information techniques makes it possible to monitor the occurrence and evolution of water inrush. Then, locating monitors for water inrush becomes a primary problem. This study presents a metho...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7846800/ https://www.ncbi.nlm.nih.gov/pubmed/33514809 http://dx.doi.org/10.1038/s41598-021-82121-7 |
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author | Wu, Qiang Du, Zhili Zhao, Yingwang Xu, Hua Zhang, Xiaoyan |
author_facet | Wu, Qiang Du, Zhili Zhao, Yingwang Xu, Hua Zhang, Xiaoyan |
author_sort | Wu, Qiang |
collection | PubMed |
description | Water inrush is one of the major mining disasters that may lead to numerous casualties. The development of information techniques makes it possible to monitor the occurrence and evolution of water inrush. Then, locating monitors for water inrush becomes a primary problem. This study presents a method of optimal location of water level sensors by constructing a set covering model. The monitoring scope of the water level sensor at each location in a given time is computed first based on the numerical simulation of water spreading along mine tunnels. In this simulation, the water inrush quantity is assigned using the mine drainage capability over which an accident may occur. Then the greedy algorithm is used to optimize the number and positions of water level sensors. As results, a mine water disaster can be monitored in the given time after it happened. The proposed method is then verified in the Beiyangzhuang coal mine in the North China. The results show that at least 22, 36, 42, 64 and 106 water level sensors are needed to monitor water disasters in the whole mine within 60, 30, 20, 10 and 5 min, respectively. |
format | Online Article Text |
id | pubmed-7846800 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-78468002021-02-03 Optimal location of water level sensors for monitoring mine water inrush based on the set covering model Wu, Qiang Du, Zhili Zhao, Yingwang Xu, Hua Zhang, Xiaoyan Sci Rep Article Water inrush is one of the major mining disasters that may lead to numerous casualties. The development of information techniques makes it possible to monitor the occurrence and evolution of water inrush. Then, locating monitors for water inrush becomes a primary problem. This study presents a method of optimal location of water level sensors by constructing a set covering model. The monitoring scope of the water level sensor at each location in a given time is computed first based on the numerical simulation of water spreading along mine tunnels. In this simulation, the water inrush quantity is assigned using the mine drainage capability over which an accident may occur. Then the greedy algorithm is used to optimize the number and positions of water level sensors. As results, a mine water disaster can be monitored in the given time after it happened. The proposed method is then verified in the Beiyangzhuang coal mine in the North China. The results show that at least 22, 36, 42, 64 and 106 water level sensors are needed to monitor water disasters in the whole mine within 60, 30, 20, 10 and 5 min, respectively. Nature Publishing Group UK 2021-01-29 /pmc/articles/PMC7846800/ /pubmed/33514809 http://dx.doi.org/10.1038/s41598-021-82121-7 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 Wu, Qiang Du, Zhili Zhao, Yingwang Xu, Hua Zhang, Xiaoyan Optimal location of water level sensors for monitoring mine water inrush based on the set covering model |
title | Optimal location of water level sensors for monitoring mine water inrush based on the set covering model |
title_full | Optimal location of water level sensors for monitoring mine water inrush based on the set covering model |
title_fullStr | Optimal location of water level sensors for monitoring mine water inrush based on the set covering model |
title_full_unstemmed | Optimal location of water level sensors for monitoring mine water inrush based on the set covering model |
title_short | Optimal location of water level sensors for monitoring mine water inrush based on the set covering model |
title_sort | optimal location of water level sensors for monitoring mine water inrush based on the set covering model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7846800/ https://www.ncbi.nlm.nih.gov/pubmed/33514809 http://dx.doi.org/10.1038/s41598-021-82121-7 |
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