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Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony
Accurate geomechanical parameters are critical in tunneling excavation, design, and supporting. In this paper, a displacements back analysis based on artificial bee colony (ABC) algorithm is proposed to identify geomechanical parameters from monitored displacements. ABC was used as global optimal al...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4127281/ https://www.ncbi.nlm.nih.gov/pubmed/25136680 http://dx.doi.org/10.1155/2014/693812 |
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author | Zhu, Changxing Zhao, Hongbo Zhao, Ming |
author_facet | Zhu, Changxing Zhao, Hongbo Zhao, Ming |
author_sort | Zhu, Changxing |
collection | PubMed |
description | Accurate geomechanical parameters are critical in tunneling excavation, design, and supporting. In this paper, a displacements back analysis based on artificial bee colony (ABC) algorithm is proposed to identify geomechanical parameters from monitored displacements. ABC was used as global optimal algorithm to search the unknown geomechanical parameters for the problem with analytical solution. To the problem without analytical solution, optimal back analysis is time-consuming, and least square support vector machine (LSSVM) was used to build the relationship between unknown geomechanical parameters and displacement and improve the efficiency of back analysis. The proposed method was applied to a tunnel with analytical solution and a tunnel without analytical solution. The results show the proposed method is feasible. |
format | Online Article Text |
id | pubmed-4127281 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-41272812014-08-18 Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony Zhu, Changxing Zhao, Hongbo Zhao, Ming ScientificWorldJournal Research Article Accurate geomechanical parameters are critical in tunneling excavation, design, and supporting. In this paper, a displacements back analysis based on artificial bee colony (ABC) algorithm is proposed to identify geomechanical parameters from monitored displacements. ABC was used as global optimal algorithm to search the unknown geomechanical parameters for the problem with analytical solution. To the problem without analytical solution, optimal back analysis is time-consuming, and least square support vector machine (LSSVM) was used to build the relationship between unknown geomechanical parameters and displacement and improve the efficiency of back analysis. The proposed method was applied to a tunnel with analytical solution and a tunnel without analytical solution. The results show the proposed method is feasible. Hindawi Publishing Corporation 2014 2014-07-17 /pmc/articles/PMC4127281/ /pubmed/25136680 http://dx.doi.org/10.1155/2014/693812 Text en Copyright © 2014 Changxing Zhu et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhu, Changxing Zhao, Hongbo Zhao, Ming Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony |
title | Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony |
title_full | Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony |
title_fullStr | Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony |
title_full_unstemmed | Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony |
title_short | Back Analysis of Geomechanical Parameters in Underground Engineering Using Artificial Bee Colony |
title_sort | back analysis of geomechanical parameters in underground engineering using artificial bee colony |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4127281/ https://www.ncbi.nlm.nih.gov/pubmed/25136680 http://dx.doi.org/10.1155/2014/693812 |
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