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Curve forming prediction of coal mine roadway based on RBF interpolation

Underground roadway excavation is a complex process, especially roadway curved excavation. In addition, the rationality of the design of coal mine roadway excavation scheme directly affects the speed of roadway excavation. The more reasonable the scheme design, the more conducive to rapid excavation...

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Detalles Bibliográficos
Autores principales: LIU, Zhixiang, ZOU, Kang, SUN, Zhan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10361495/
https://www.ncbi.nlm.nih.gov/pubmed/37478083
http://dx.doi.org/10.1371/journal.pone.0288753
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author LIU, Zhixiang
ZOU, Kang
SUN, Zhan
author_facet LIU, Zhixiang
ZOU, Kang
SUN, Zhan
author_sort LIU, Zhixiang
collection PubMed
description Underground roadway excavation is a complex process, especially roadway curved excavation. In addition, the rationality of the design of coal mine roadway excavation scheme directly affects the speed of roadway excavation. The more reasonable the scheme design, the more conducive to rapid excavation. In order to avoid the influence of invalid construction on the efficiency of roadway excavation, this paper studies the forming of roadway bend. Based on the analysis of the tunneling process of the roadway curve, the mathematical model of the roadway curve is established. Taking the turning radius of the roadway curve as the evaluation index, the influence of various factors on the roadway curve excavation is analyzed. The research shows that the radius of the roadway curve increases with the increase of the feed rate, the working space position of the roadheader and the required width of the roadway, and decreases with the increase of the working space angle. Then, combined with the advantages of KNN algorithm, an interpolation model for calculating the radius of the curve is established based on RBF algorithm, and the radius of the tunnel curve is reconstructed and predicted. It provides a basis for the rational design of the construction process of the roadway bend and a reliable numerical algorithm for the design of the radius of the roadway bend. It also provides a theoretical basis for improving the efficiency of high roadway excavation in coal mines.
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spelling pubmed-103614952023-07-22 Curve forming prediction of coal mine roadway based on RBF interpolation LIU, Zhixiang ZOU, Kang SUN, Zhan PLoS One Research Article Underground roadway excavation is a complex process, especially roadway curved excavation. In addition, the rationality of the design of coal mine roadway excavation scheme directly affects the speed of roadway excavation. The more reasonable the scheme design, the more conducive to rapid excavation. In order to avoid the influence of invalid construction on the efficiency of roadway excavation, this paper studies the forming of roadway bend. Based on the analysis of the tunneling process of the roadway curve, the mathematical model of the roadway curve is established. Taking the turning radius of the roadway curve as the evaluation index, the influence of various factors on the roadway curve excavation is analyzed. The research shows that the radius of the roadway curve increases with the increase of the feed rate, the working space position of the roadheader and the required width of the roadway, and decreases with the increase of the working space angle. Then, combined with the advantages of KNN algorithm, an interpolation model for calculating the radius of the curve is established based on RBF algorithm, and the radius of the tunnel curve is reconstructed and predicted. It provides a basis for the rational design of the construction process of the roadway bend and a reliable numerical algorithm for the design of the radius of the roadway bend. It also provides a theoretical basis for improving the efficiency of high roadway excavation in coal mines. Public Library of Science 2023-07-21 /pmc/articles/PMC10361495/ /pubmed/37478083 http://dx.doi.org/10.1371/journal.pone.0288753 Text en © 2023 LIU et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
LIU, Zhixiang
ZOU, Kang
SUN, Zhan
Curve forming prediction of coal mine roadway based on RBF interpolation
title Curve forming prediction of coal mine roadway based on RBF interpolation
title_full Curve forming prediction of coal mine roadway based on RBF interpolation
title_fullStr Curve forming prediction of coal mine roadway based on RBF interpolation
title_full_unstemmed Curve forming prediction of coal mine roadway based on RBF interpolation
title_short Curve forming prediction of coal mine roadway based on RBF interpolation
title_sort curve forming prediction of coal mine roadway based on rbf interpolation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10361495/
https://www.ncbi.nlm.nih.gov/pubmed/37478083
http://dx.doi.org/10.1371/journal.pone.0288753
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