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International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP) (12th : 2015)
Effect of correlation structure model on geotechnical reliability-based serviceability limit state simulations Huffman, Jonathan C.; Stuedlein, Armin W.
Abstract
Reliability-based serviceability limit state (SLS) models for foundation elements commonly employ a two-parameter load-displacement model to relate imposed displacements to a particular load or vice versa. Numerous studies have shown that the load-displacement model parameters tend to be correlated; subsequently, considerable effort is required to appropriately model the correlation structure for Monte Carlo-based reliability simulations. This paper uses copula theory, a database of high quality full-scale loading tests of spread footings on aggregate pier (i.e., stone column) reinforced clay, and a recently developed ultimate limit state (ULS) model to investigate the effect of various correlation structures on the probability of exceeding the SLS. “Lumped” load and resistance factors, which conveniently relate the portion of mobilized resistance to a given footing displacement, accounting for uncertainty in the applied load, ULS resistance of the clay subgrade, allowable displacement, and footing size, generated using various assumed correlation structure models are compared. Additionally, the penalty in reliability associated with ignoring the bivariate correlation is explored for comparison. This study demonstrates that selection of the appropriate copula represents a critical task in the development of calibrated reliability-based geotechnical SLS design approaches.
Item Metadata
Title |
Effect of correlation structure model on geotechnical reliability-based serviceability limit state simulations
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Creator | |
Contributor | |
Date Issued |
2015-07
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Description |
Reliability-based serviceability limit state (SLS) models for foundation elements
commonly employ a two-parameter load-displacement model to relate imposed displacements to a
particular load or vice versa. Numerous studies have shown that the load-displacement model
parameters tend to be correlated; subsequently, considerable effort is required to appropriately model
the correlation structure for Monte Carlo-based reliability simulations. This paper uses copula theory, a
database of high quality full-scale loading tests of spread footings on aggregate pier (i.e., stone column)
reinforced clay, and a recently developed ultimate limit state (ULS) model to investigate the effect of
various correlation structures on the probability of exceeding the SLS. “Lumped” load and resistance
factors, which conveniently relate the portion of mobilized resistance to a given footing displacement,
accounting for uncertainty in the applied load, ULS resistance of the clay subgrade, allowable
displacement, and footing size, generated using various assumed correlation structure models are
compared. Additionally, the penalty in reliability associated with ignoring the bivariate correlation is
explored for comparison. This study demonstrates that selection of the appropriate copula represents a
critical task in the development of calibrated reliability-based geotechnical SLS design approaches.
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Genre | |
Type | |
Language |
eng
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Notes |
This collection contains the proceedings of ICASP12, the 12th International Conference on Applications of Statistics and Probability in Civil Engineering held in Vancouver, Canada on July 12-15, 2015. Abstracts were peer-reviewed and authors of accepted abstracts were invited to submit full papers. Also full papers were peer reviewed. The editor for this collection is Professor Terje Haukaas, Department of Civil Engineering, UBC Vancouver.
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Date Available |
2015-05-25
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivs 2.5 Canada
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DOI |
10.14288/1.0076273
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URI | |
Affiliation | |
Citation |
Haukaas, T. (Ed.) (2015). Proceedings of the 12th International Conference on Applications of Statistics and Probability in Civil Engineering (ICASP12), Vancouver, Canada, July 12-15.
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Peer Review Status |
Unreviewed
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Scholarly Level |
Faculty; Other
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Rights URI | |
Aggregated Source Repository |
DSpace
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Rights
Attribution-NonCommercial-NoDerivs 2.5 Canada