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Reliability analysis using a Taylor expansion-expected value saddlepoint approximation

机译:使用泰勒展开期望值鞍点近似进行可靠性分析

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摘要

The problem of reliability analysis of dynamical systems is considered. Failure event in the problem is formulated as the exceedance of a performance variable over a prescribed threshold level, Saddlepoint approximation technique provides a choice to estimate the Cumulative Distribution Function (CDF) of the performance variable. The failure probability is obtained as the value of the complement of the CDF at a specified threshold. The method requires finding the saddlepoint from a simple algebraic equation that depends on the Cumulant Generating Function (CGF) of the performance variable. Two different methods, which respectively use Taylor series expansion and statistical averaging, are investigated for estimating the CGF of the performance variable based on its random samples. A ten-storey shear building model subjected to white noise excitation is used to show the preference of a combination of these two methods in terms of accuracy and efficiency.
机译:考虑了动力系统的可靠性分析问题。问题中的失败事件被表述为性能变量超过规定的阈值水平,Saddlepoint逼近技术提供了一种选择来估计性能变量的累积分布函数(CDF)。将故障概率作为指定阈值上CDF的补码值获得。该方法需要从一个简单的代数方程中找到鞍点,该方程取决于性能变量的累积生成函数(CGF)。研究了两种分别使用泰勒级数展开和统计平均的不同方法,用于基于性能变量的随机样本估计性能变量的CGF。受到白噪声激励的十层剪切建筑模型用于显示这两种方法的组合在准确性和效率方面的偏好。

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