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Epistemic uncertainty-based reliability analysis for engineering system with hybrid evidence and fuzzy variables

机译:混合证据和模糊变量的工程系统基于不确定性的可靠性分析

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With the rapid development of reliability analysis theory, the safety assessment for engineering systems with hybrid epistemic uncertainties has received increasing attentions. To overcome the imperfection of traditional single-uncertainty modeling methods, this paper introduces evidence variables and fuzzy variables simultaneously to describe the epistemic uncertain parameters. A novel dual-stage reliability analysis framework is presented, where the first stage incorporates the evidence information by the belief and plausibility measures; the second stage incorporates the fuzzy information by a membership function-like formula. To improve the computational efficiency of response bound prediction associated with various joint focal elements and lambda(k)-cut interval variables, a universal metamodel is constructed by radial basis functions in the global design space. The Latin Hypercube design method without overlapped data is adopted as the sampling strategy. Finally, two numerical examples verify the effectiveness of the proposed method in both mathematical theory and engineering application. (C) 2019 Elsevier B.V. All rights reserved.
机译:随着可靠性分析理论的飞速发展,具有混合认知不确定性的工程系统的安全性评估日益受到关注。为了克服传统的单不确定性建模方法的缺陷,本文同时引入了证据变量和模糊变量来描述认知不确定性参数。提出了一个新颖的双阶段可靠性分析框架,其中第一阶段通过信念和合理性措施将证据信息纳入其中。第二阶段通过类似隶属函数的公式合并模糊信息。为了提高与各种关节焦点元素和lambda(k)-cut区间变量相关联的响应范围预测的计算效率,在全局设计空间中通过径向基函数构造了通用元模型。采用没有重叠数据的Latin Hypercube设计方法作为采样策略。最后,两个数值例子验证了该方法在数学理论和工程应用中的有效性。 (C)2019 Elsevier B.V.保留所有权利。

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