Generating non-stationary random fields of auto-correlated,normally distributed CPT profile by matrix decomposition method |
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| Authors: | Reza Jamshidi Chenari Hassan Kamyab Farahbakhsh |
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| Institution: | 1. Faculty of Engineering, University of Guilan, Rasht, Iran;2. University of Guilan, Rasht, Iran |
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| Abstract: | This paper emphasises the true realisation of Cone Penetration Test (CPT) profiles considering non-stationary nature of the data. Formulation of stationary random field theory has been modified and adapted to non-stationary state in order to take into account the mean and variance variability for soil properties. Multi-variance correlation matrix along with the Cholesky decomposition technique was employed to produce realisations of non-homogenous and non-stationary random fields of CPT profiles. A piecewise and segmental data realisation according to the lithology and site class specifications acquired directly from CPT data is adopted in this study so as to render an accurate data simulation. For validation of proposed method 8 CPT test profiles collected from Urmia Lake site have been introduced and simulated by the stationary and non-stationary algorithms. The mean correlation coefficient between the actual CPT data profiles and related realisations along with some other important statistical parameters and their coefficients of variation strongly demonstrate that non-stationary random field generation technique gives quite better accuracy, by comparison to the conventional stationary random field generation scheme. |
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| Keywords: | random field non-stationary matrix decomposition lithological heterogeneity CPT profile |
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