Generating non-stationary random fields of auto-correlated, normally distributed CPT profile by matrix decomposition method

被引:38
作者
Chenari, Reza Jamshidi [1 ]
Farahbakhsh, Hassan Kamyab [2 ]
机构
[1] Univ Guilan, Fac Engn, Rasht, Iran
[2] Univ Guilan, Rasht, Iran
关键词
random field; non-stationary; matrix decomposition; lithological heterogeneity; CPT profile;
D O I
10.1080/17499518.2015.1033429
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
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
引用
收藏
页码:96 / 108
页数:13
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