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A Novel Second-Order Reliability Method (SORM) Using Non-Central or Generalized Chi-Squared Distributions

机译:使用非中心或广义卡方分布的新型二阶可靠性方法(SORM)

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This paper proposes a novel second-order reliability method (SORM) using non-central or general chi-squared distribution to improve the accuracy of reliability analysis in existing SORM. Conventional SORM contains three types of errors: (1) error due to approximating a general nonlinear limit state function by a quadratic function at most probable point (MPP) in the standard normal U-space, (2) error due to approximating the quadratic function in U-space by a hyperbolic surface, and (3) error due to calculation of the probability of failure after making the previous two approximations. The proposed method contains the first type of error only which is essential to SORM and thus cannot be improved. However, the proposed method avoids the other two errors by describing the quadratic failure surface with the linear combination of non-central chi-square variables and using the linear combination for the probability of failure estimation. Two approaches for the proposed SORM are suggested in the paper. The first approach directly calculates the probability of failure using numerical integration of the joint probability density function (PDF) over the linear failure surface and the second approach uses the cumulative distribution function (CDF) of the linear failure surface for the calculation of the probability of failure. The proposed method is compared with first-order reliability method (FORM), conventional SORM, and Monte Carlo simulation (MCS) results in terms of accuracy. Since it contains fewer approximations, the proposed method shows more accurate reliability analysis results than existing SORM without sacrificing efficiency.
机译:本文提出了一种使用非中心或一般卡方分布的新型二阶可靠性方法(SORM),以提高现有SORM中可靠性分析的准确性。常规SORM包含三种类型的误差:(1)由于在标准法向U空间中的最可能点(MPP)用二次函数逼近了一般的非线性极限状态函数而引起的误差,(2)由于近似于二次函数而引起的误差(3)由于计算出前两个近似值后的失效概率而导致的误差。所提出的方法仅包含第一类错误,这对于SORM是必不可少的,因此无法加以改进。但是,该方法通过使用非中心卡方变量的线性组合描述二次破坏面并将线性组合用于故障估计概率,从而避免了其他两个错误。本文提出了两种建议的SORM方法。第一种方法使用线性失效表面上的联合概率密度函数(PDF)的数值积分直接计算失效概率,第二种方法使用线性失效表面的累积分布函数(CDF)来计算失效概率。失败。将该方法与一阶可靠性方法(FORM),常规SORM和蒙特卡罗模拟(MCS)结果的准确性进行了比较。由于该方法包含的近似值较少,因此在不牺牲效率的情况下,与现有的SORM方法相比,该方法显示出更准确的可靠性分析结果。

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