Modeling multivariate cross-correlated geotechnical random fields using vine copulas for slope reliability analysis

被引:63
作者
Tang, Xiao-Song [1 ,2 ,3 ]
Wang, Mao-Xin [1 ,2 ,3 ]
Li, Dian-Qing [1 ,2 ,3 ]
机构
[1] Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, 299 Bayi Rd, Wuhan 430072, Peoples R China
[2] Wuhan Univ, Key Lab Rock Mech Hydraul Struct Engn, Minist Educ, 299 Bayi Rd, Wuhan 430072, Peoples R China
[3] Wuhan Univ, Inst Engn Risk & Disaster Prevent, 299 Bayi Rd, Wuhan 430072, Peoples R China
基金
中国国家自然科学基金;
关键词
Spatial variability; Random fields; Cross-correlation; Vine copula; Slope reliability; Random finite element method; SHEAR-STRENGTH PARAMETERS; BIVARIATE DISTRIBUTION; SPATIAL VARIABILITY; STABILITY ANALYSIS; RISK-ASSESSMENT; FAILURE MODE; IMPACT; SELECTION;
D O I
10.1016/j.compgeo.2020.103784
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Modeling multivariate cross-correlated random fields plays an important role in reliability analysis of geotechnical systems. The cross-correlation among random fields is commonly characterized by the Nataf transformation using a correlation coefficient matrix, which is equivalent to considering the Gaussian dependence structure from the perspective of the copula theory. In this study, a generic approach for modeling multivariate cross-correlated geotechnical random fields based on vine copulas is proposed. This approach can incorporate the diversity and non-Gaussianity of dependence structures in the cross-correlation characterization. A fourvariate geotechnical dataset is used to verify the proposed approach and the results illustrate that the statistics of generated random field realizations are comparable with the predefined values. Furthermore, the application of the proposed approach to reliability analysis of soil slopes with spatially varying soil parameters (cohesion, friction angle, and unit weight) is presented. The results indicate that considerably different probabilities of slope failure are produced by different vine-copula models. The conventional Nataf transformation (i.e., vine-Gaussian copula model) may considerably underestimate the probability of slope failure. The difference of reliability results for different vine models is generally enlarged as the level of the failure probability becomes lower. The proposed approach provides a more flexible way for geotechnical practitioners to characterize the cross-correlation among geotechnical random fields compared with the Nataf transformation, and is applicable to reliability analysis of various geotechnical systems.
引用
收藏
页数:14
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