Meta-analysis of ground movements associated with deep excavations using a data mining approach

This paper presents a rigorous statistical approach to identify the controlling factors in the development of ground movements associated with deep excavations. It also gives the most suitable definition of support stiffness from many suggested definitions in the literature. The study is based on a...

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Main Authors: Harry Holmes, Emilio Garcia-Taengua, Raul Fuentes
Format: Article
Language:English
Published: Elsevier 2019-04-01
Series:Journal of Rock Mechanics and Geotechnical Engineering
Online Access:http://www.sciencedirect.com/science/article/pii/S1674775518301872
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spelling doaj-e9c91fb6289d48368eed48df95d0e3672020-11-25T03:35:57ZengElsevierJournal of Rock Mechanics and Geotechnical Engineering1674-77552019-04-01112409416Meta-analysis of ground movements associated with deep excavations using a data mining approachHarry Holmes0Emilio Garcia-Taengua1Raul Fuentes2AECOM Ltd., Chesterfield, UK; Corresponding author.University of Leeds, Leeds, UKUniversity of Leeds, Leeds, UKThis paper presents a rigorous statistical approach to identify the controlling factors in the development of ground movements associated with deep excavations. It also gives the most suitable definition of support stiffness from many suggested definitions in the literature. The study is based on a newly compiled database from 389 case studies of propped and anchored excavations. Data mining techniques (e.g. principal component analysis and multi-linear regression) were used to identify significant relationships between the parameters under study and to quantify the global trends in the database. The study shows that the main factors controlling the ground movements are those related to ground conditions, confirming the conclusions of previous empirical studies. It is also shown that the definition of Addenbrooke et al. (1994) is the most suitable expression of support stiffness, therefore providing conclusive evidence for its future use. Keywords: Geomechanics, Slope stability, Special soil, Unsaturated soilhttp://www.sciencedirect.com/science/article/pii/S1674775518301872
collection DOAJ
language English
format Article
sources DOAJ
author Harry Holmes
Emilio Garcia-Taengua
Raul Fuentes
spellingShingle Harry Holmes
Emilio Garcia-Taengua
Raul Fuentes
Meta-analysis of ground movements associated with deep excavations using a data mining approach
Journal of Rock Mechanics and Geotechnical Engineering
author_facet Harry Holmes
Emilio Garcia-Taengua
Raul Fuentes
author_sort Harry Holmes
title Meta-analysis of ground movements associated with deep excavations using a data mining approach
title_short Meta-analysis of ground movements associated with deep excavations using a data mining approach
title_full Meta-analysis of ground movements associated with deep excavations using a data mining approach
title_fullStr Meta-analysis of ground movements associated with deep excavations using a data mining approach
title_full_unstemmed Meta-analysis of ground movements associated with deep excavations using a data mining approach
title_sort meta-analysis of ground movements associated with deep excavations using a data mining approach
publisher Elsevier
series Journal of Rock Mechanics and Geotechnical Engineering
issn 1674-7755
publishDate 2019-04-01
description This paper presents a rigorous statistical approach to identify the controlling factors in the development of ground movements associated with deep excavations. It also gives the most suitable definition of support stiffness from many suggested definitions in the literature. The study is based on a newly compiled database from 389 case studies of propped and anchored excavations. Data mining techniques (e.g. principal component analysis and multi-linear regression) were used to identify significant relationships between the parameters under study and to quantify the global trends in the database. The study shows that the main factors controlling the ground movements are those related to ground conditions, confirming the conclusions of previous empirical studies. It is also shown that the definition of Addenbrooke et al. (1994) is the most suitable expression of support stiffness, therefore providing conclusive evidence for its future use. Keywords: Geomechanics, Slope stability, Special soil, Unsaturated soil
url http://www.sciencedirect.com/science/article/pii/S1674775518301872
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