首页> 外文期刊>International Journal of Reliability, Quality and Safety Engineering >MEMBERSHIP FUNCTION OF FAILURE PROBABILITY USING MULTICUT-HIGH DIMENSIONAL MODEL REPRESENTATION
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MEMBERSHIP FUNCTION OF FAILURE PROBABILITY USING MULTICUT-HIGH DIMENSIONAL MODEL REPRESENTATION

机译:多维高维模型表示的失效概率成员函数

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摘要

1250018.1-1250018.26%The structural reliability analysis in the presence of mixed uncertain variables demands more computation as the entire configuration fuzzy variables needs to be explored. Moreover the existence of multiple design points deviate the accuracy of results as the optimization algorithms may converge to a local design point by neglecting the main contribution from the global design point. Therefore, in this paper a novel uncer tainty analysis method for estimating the membership function of failure probability of structural systems involving multiple design points in the presence of mixed uncertain variables is presented. The proposed method involves Multicut-High Dimensional Model Representation technique for the limit state function approximation, transformation technique to obtain the contribution of the fuzzy variables to the convolution integral and fast Fourier transform for solving the convolution integral. In the proposed method, efforts are required in evaluating conditional responses at a selected input determined by sample points, as compared to full scale simulation methods. Therefore, the proposed technique estimates the failure probability accurately with significantly less computa tional effort compared to the direct Monte Carlo simulation. The methodology developed is applicable for structural reliability analysis involving any number of fuzzy and random variables. The accuracy and efficiency of the proposed method is demonstrated through three examples.
机译:1250018.1-1250018.26%存在混合不确定变量的结构可靠性分析需要更多计算,因为需要探索整个配置模糊变量。此外,多个设计点的存在偏离了结果的准确性,因为优化算法可能会忽略全局设计点的主要贡献而收敛到局部设计点。因此,本文提出了一种新的不确定度分析方法,用于估计在存在不确定混合变量的情况下涉及多个设计点的结构系统失效概率的隶属度函数。所提出的方法包括用于极限状态函数逼近的多割高维模型表示技术,用于获得模糊变量对卷积积分的贡献的变换技术以及用于求解卷积积分的快速傅立叶变换。与全面模拟方法相比,在提出的方法中,需要努力评估由采样点确定的选定输入处的条件响应。因此,与直接蒙特卡罗模拟相比,所提出的技术以显着更少的计算量就能准确地估计故障概率。开发的方法适用于涉及许多模糊和随机变量的结构可靠性分析。通过三个例子证明了该方法的准确性和效率。

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