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作者:

Lu, Zhao-Hui (Lu, Zhao-Hui.) | Cai, Chao-Huang (Cai, Chao-Huang.) | Zhao, Yan-Gang (Zhao, Yan-Gang.) | Leng, Yu (Leng, Yu.) | Dong, You (Dong, You.)

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EI Scopus SCIE

摘要:

In this paper, a fourth-moment transformation technique is proposed to transform correlated nonnormal random variables into independent standard normal ones. The procedure mainly includes two steps: First, the correlated nonnormal random variables are transformed into correlated standard normal ones using the fourth-moment transformation, where the complete mathematical formula of the correlation coefficient in standard normal space, i.e., equivalent correlation coefficient, is proposed and the upper and lower bounds of original correlation coefficient are identified to ensure the transformation executable; Second, the correlated standard normal random variables are transformed into independent standard normal ones using Cholesky decomposition. For the cases of original correlation matrix with very small eigenvalues, the equivalent correlation matrix might become a nonpositive semidefinite matrix. A recently developed method for solving the problem is adopted to make Cholesky decomposition ready. A first-order reliability method (FORM) for structural reliability analysis involving correlated random variables is developed using the proposed transformation technique. Several numerical examples are presented to demonstrate the efficiency and accuracy of the proposed method for structural reliability assessment considering correlated random variables.

关键词:

Correlated random variables Equivalent correlation coefficient Fourth-moment transformation Normal transformation Structural reliability

作者机构:

  • [ 1 ] [Lu, Zhao-Hui]Cent South Univ, Sch Civil Engn, 22 Shaoshannan Rd, Changsha 410075, Hunan, Peoples R China
  • [ 2 ] [Cai, Chao-Huang]Cent South Univ, Sch Civil Engn, 22 Shaoshannan Rd, Changsha 410075, Hunan, Peoples R China
  • [ 3 ] [Leng, Yu]Cent South Univ, Sch Civil Engn, 22 Shaoshannan Rd, Changsha 410075, Hunan, Peoples R China
  • [ 4 ] [Lu, Zhao-Hui]Beijing Univ Technol, Key Lab Urban Secur & Disaster Engn, Minist Educ, Beijing 100124, Peoples R China
  • [ 5 ] [Zhao, Yan-Gang]Beijing Univ Technol, Key Lab Urban Secur & Disaster Engn, Minist Educ, Beijing 100124, Peoples R China
  • [ 6 ] [Zhao, Yan-Gang]Kanagawa Univ, Dept Architecture, Kanagawa Ku, 3-27-1 Rokkakubashi, Yokohama, Kanagawa 2218686, Japan
  • [ 7 ] [Dong, You]Hong Kong Polytech Univ, Dept Civil & Environm Engn, Hung Hom, Kowloon, Hong Kong, Peoples R China

通讯作者信息:

  • [Cai, Chao-Huang]Cent South Univ, Sch Civil Engn, 22 Shaoshannan Rd, Changsha 410075, Hunan, Peoples R China

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来源 :

STRUCTURAL SAFETY

ISSN: 0167-4730

年份: 2020

卷: 82

5 . 8 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:28

JCR分区:1

被引次数:

WoS核心集被引频次: 30

SCOPUS被引频次: 37

ESI高被引论文在榜: 0 展开所有

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