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Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays

The design of fully braced excavation of underground works, whether in rural or urban areas, is important to ensure that the design of fully braced support is safe, particularly in determining the depth of excavation and inserting the length into the clay of the wall, as well as a proportional excav...

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Detalles Bibliográficos
Autores principales: Lai, Van Qui, Kounlavong, Khamnoy, Keawsawasvong, Suraparb, Wipulanusat, Warit, Jamsawang, Pitthaya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10587496/
https://www.ncbi.nlm.nih.gov/pubmed/37867872
http://dx.doi.org/10.1016/j.heliyon.2023.e20902
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author Lai, Van Qui
Kounlavong, Khamnoy
Keawsawasvong, Suraparb
Wipulanusat, Warit
Jamsawang, Pitthaya
author_facet Lai, Van Qui
Kounlavong, Khamnoy
Keawsawasvong, Suraparb
Wipulanusat, Warit
Jamsawang, Pitthaya
author_sort Lai, Van Qui
collection PubMed
description The design of fully braced excavation of underground works, whether in rural or urban areas, is important to ensure that the design of fully braced support is safe, particularly in determining the depth of excavation and inserting the length into the clay of the wall, as well as a proportional excavation width. This study investigates the undrained basal stability of fully braced excavation in anisotropic clays with linearly increasing shear strength with depth employing upper and lower bound finite element limit analysis under symmetry plane conditions based on the AUS failure criterion. The dimensionless variables were used to examine the stability number (N) and the failure mechanisms selected for this problem's practical analysis. There is an anisotropic strength ratio (r(e)), depth-wide ratio (B/H), embedded wall depth ratio (D/H), and strength gradient factor (ρH/S(uc0)). This study proposes design charts and failure mechanisms for fully braced excavations based on finite element limit analysis. Moreover, the artificial neural network model (ANN) was used to establish the relationship between the investigated and output variables and to conduct sensitivity analysis. Therefore, the developed ANN formula is a pragmatic approach for geotechnical engineers to calculate the basal stability of the excavations.
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spelling pubmed-105874962023-10-21 Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays Lai, Van Qui Kounlavong, Khamnoy Keawsawasvong, Suraparb Wipulanusat, Warit Jamsawang, Pitthaya Heliyon Research Article The design of fully braced excavation of underground works, whether in rural or urban areas, is important to ensure that the design of fully braced support is safe, particularly in determining the depth of excavation and inserting the length into the clay of the wall, as well as a proportional excavation width. This study investigates the undrained basal stability of fully braced excavation in anisotropic clays with linearly increasing shear strength with depth employing upper and lower bound finite element limit analysis under symmetry plane conditions based on the AUS failure criterion. The dimensionless variables were used to examine the stability number (N) and the failure mechanisms selected for this problem's practical analysis. There is an anisotropic strength ratio (r(e)), depth-wide ratio (B/H), embedded wall depth ratio (D/H), and strength gradient factor (ρH/S(uc0)). This study proposes design charts and failure mechanisms for fully braced excavations based on finite element limit analysis. Moreover, the artificial neural network model (ANN) was used to establish the relationship between the investigated and output variables and to conduct sensitivity analysis. Therefore, the developed ANN formula is a pragmatic approach for geotechnical engineers to calculate the basal stability of the excavations. Elsevier 2023-10-12 /pmc/articles/PMC10587496/ /pubmed/37867872 http://dx.doi.org/10.1016/j.heliyon.2023.e20902 Text en © 2023 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Lai, Van Qui
Kounlavong, Khamnoy
Keawsawasvong, Suraparb
Wipulanusat, Warit
Jamsawang, Pitthaya
Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays
title Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays
title_full Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays
title_fullStr Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays
title_full_unstemmed Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays
title_short Physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays
title_sort physics-based and data-driven modeling for basal stability evaluation of braced excavations in natural clays
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10587496/
https://www.ncbi.nlm.nih.gov/pubmed/37867872
http://dx.doi.org/10.1016/j.heliyon.2023.e20902
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