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Hybrid control variates-based simulation method for structural reliability analysis of some problems with low failure probability

机译:基于混合控制变量的模拟方法,对某些低失效概率的结构进行可靠性分析

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The safety analysis of systems with nonlinear performance function and small probability of failure is a challenge in the field of reliability analysis. In this study, an efficient approach is presented for approximating small failure probabilities. To meet this aim, by introducing Probability Density Function (PDF) control variates, the original failure probability integral was reformulated based on the Control Variates Technique (CVT). Accordingly, using the adaptive cooperation of the subset simulation (SubSim) and the CVT, a new formulation was offered for the approximation of small failure probabilities. The proposed formulation involves a probability term (resulting from a fast-moving SubSim) and an adaptive weighting term that refines the obtained probability. Several numerical and engineering problems, involving nonlinear performance functions and system-level reliability problems, are solved by the proposed approach and common reliability methods. Results showed that the proposed simulation approach is not only more efficient, but is also robust than common reliability methods. It also presents a good potential for application in engineering reliability problems. (C) 2018 Elsevier Inc. All rights reserved.
机译:具有非线性性能函数且故障概率很小的系统的安全性分析是可靠性分析领域的一个挑战。在这项研究中,提出了一种有效的方法来近似较小的故障概率。为了实现此目标,通过引入概率密度函数(PDF)控制变量,基于控制变量技术(CVT)重新构造了原始故障概率积分。因此,使用子集仿真(SubSim)和CVT的自适应配合,为小故障概率的近似提供了一种新的公式。所提出的公式涉及一个概率项(来自快速移动的SubSim)和一个自适应加权项,用于细化所获得的概率。所提出的方法和常见的可靠性方法解决了一些数值和工程问题,涉及非线性性能函数和系统级可靠性问题。结果表明,所提出的仿真方法不仅效率更高,而且比普通的可靠性方法更可靠。它还具有在工程可靠性问题中应用的良好潜力。 (C)2018 Elsevier Inc.保留所有权利。

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