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Constructing a Site-Specific Multivariate Probability Distribution Using Sparse, Incomplete, and Spatially Variable (MUSIC-X) Data
Publisher: ASCE
Abstract: It is important to be able to construct a site-specific multivariate probability density function (PDF) of soil parameters based on limited and incomplete site-specific investigation data alone. This allows the unique ...
Reducing the Transformation Uncertainty for the Mobilized Undrained Shear Strength of Clays
Publisher: American Society of Civil Engineers
Abstract: Practical undrained shear strength
Characterizing Uncertain Site-Specific Trend Function by Sparse Bayesian Learning
Publisher: American Society of Civil Engineers
Measuring Similarity between Site-Specific Data and Records from Other Sites
Publisher: ASCE
Abstract: This paper proposes a Bayesian method of measuring the similarity between a set of site-specific data and individual records in a generic geotechnical database. All data are assumed to be multivariate, uncertain, unique, ...
Constructing Site-Specific Multivariate Probability Distribution Model Using Bayesian Machine Learning
Publisher: American Society of Civil Engineers
Abstract: This study proposes a novel data-driven Bayesian machine learning method for constructing site-specific multivariate probability distribution models in geotechnical engineering. There is a trade-off for constructing a ...
Impact of Autocorrelation Function Model on the Probability of Failure
Publisher: American Society of Civil Engineers
Abstract: The scale of fluctuation (SOF) of a spatially variable soil property has been known to be the most important parameter that characterizes the effect of spatial averaging, whereas the type of the autocorrelation model ...
Statistics of Model Factors and Consideration in Reliability-Based Design of Axially Loaded Helical Piles
Publisher: American Society of Civil Engineers
Abstract: Geotechnical design codes have been migrating toward reliability-based design (RBD) concepts. ISO 2394 identified the characterization of model uncertainty as one of the critical elements in the geotechnical RBD process. ...
Prediction of Bearing Capacity of Ring Foundation on Dense Sand with Regard to Stress Level Effect
Publisher: American Society of Civil Engineers
Abstract: This paper uses finite-element formulation of the lower bound theorem to determine the bearing capacity of ring foundations on dense sand. The results are validated with the plasticity solutions, numerical analyses, ...
Model Uncertainty of Eurocode 7 Approach for Bearing Capacity of Circular Footings on Dense Sand
Publisher: American Society of Civil Engineers
Abstract: This paper presents a critical evaluation of the model factor M = qu,m/qu,c for Eurocode 7 calculating the bearing capacity of circular footings on dense sand, where qu,m = measured capacity and qu,c = Eurocode 7 calculated ...
Evaluation of Stress-Dependent Methods for the Punch-Through Capacity of Foundations in Clay with Sand
Publisher: American Society of Civil Engineers
Abstract: This paper compiled 159 centrifuge tests for foundations in clay with interbedded sand where punch-through failure was observed. The accuracy of initial- and failure-stress-dependent methods was quantified by the mean and ...
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