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An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station
As the scale of foundation pit projects of subway stations in Shenzhen becomes larger, and the construction constraints become more and more complex, there is an urgent need for intelligent monitoring and safety management of foundation pits. In this study, an integrated intelligent approach for mon...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9697277/ https://www.ncbi.nlm.nih.gov/pubmed/36433334 http://dx.doi.org/10.3390/s22228737 |
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author | Hong, Chengyu Zhang, Jinyang Chen, Weibin |
author_facet | Hong, Chengyu Zhang, Jinyang Chen, Weibin |
author_sort | Hong, Chengyu |
collection | PubMed |
description | As the scale of foundation pit projects of subway stations in Shenzhen becomes larger, and the construction constraints become more and more complex, there is an urgent need for intelligent monitoring and safety management of foundation pits. In this study, an integrated intelligent approach for monitoring and management of a deep foundation pit in a subway station was proposed and a case study based on the Waterlands Resort East Station Project of Shenzhen Metro Line 12 was used for validation. The present study first proposed the path of intelligent foundation pit engineering. Based on geotechnical survey and building information modeling, a three-dimensional transparent geological model of foundation pit was constructed. Multi-source sensing technologies were integrated, including micro electromechanical system sensing technology, Brillouin optical frequency domain analysis sensing technology, an unmanned aerial vehicle and machine vision for real-time high-precision wireless monitoring of the foundation pit. Moreover, machine learning models were developed for predicting key parameters of foundation pits. Finally, a digital twin integrated platform was developed for the management of the subway foundation pit in both construction and maintenance phases. This typical case study is expected to improve the construction, maintenance and management level of foundation pits in subway stations. |
format | Online Article Text |
id | pubmed-9697277 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96972772022-11-26 An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station Hong, Chengyu Zhang, Jinyang Chen, Weibin Sensors (Basel) Article As the scale of foundation pit projects of subway stations in Shenzhen becomes larger, and the construction constraints become more and more complex, there is an urgent need for intelligent monitoring and safety management of foundation pits. In this study, an integrated intelligent approach for monitoring and management of a deep foundation pit in a subway station was proposed and a case study based on the Waterlands Resort East Station Project of Shenzhen Metro Line 12 was used for validation. The present study first proposed the path of intelligent foundation pit engineering. Based on geotechnical survey and building information modeling, a three-dimensional transparent geological model of foundation pit was constructed. Multi-source sensing technologies were integrated, including micro electromechanical system sensing technology, Brillouin optical frequency domain analysis sensing technology, an unmanned aerial vehicle and machine vision for real-time high-precision wireless monitoring of the foundation pit. Moreover, machine learning models were developed for predicting key parameters of foundation pits. Finally, a digital twin integrated platform was developed for the management of the subway foundation pit in both construction and maintenance phases. This typical case study is expected to improve the construction, maintenance and management level of foundation pits in subway stations. MDPI 2022-11-11 /pmc/articles/PMC9697277/ /pubmed/36433334 http://dx.doi.org/10.3390/s22228737 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Hong, Chengyu Zhang, Jinyang Chen, Weibin An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station |
title | An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station |
title_full | An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station |
title_fullStr | An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station |
title_full_unstemmed | An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station |
title_short | An Integrated Intelligent Approach for Monitoring and Management of a Deep Foundation Pit in a Subway Station |
title_sort | integrated intelligent approach for monitoring and management of a deep foundation pit in a subway station |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9697277/ https://www.ncbi.nlm.nih.gov/pubmed/36433334 http://dx.doi.org/10.3390/s22228737 |
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