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Advanced RESTART method for the estimation of the probability of failure of highly reliable hybrid dynamic systems

机译:先进的RESTART方法用于估计高度可靠的混合动力系统的故障概率

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摘要

The efficient estimation of system reliability characteristics is of paramount importance for many engineering applications. Real world system reliability modeling calls for the capability of treating systems that are: i) dynamic, ii) complex, iii) hybrid and iv) highly reliable. Advanced Monte Carlo (MC) methods offer a way to solve these types of problems, which are feasible according to the potentially high computational costs. In this paper, the REpetitive Simulation Trials After Reaching Thresholds (RESTART) method is employed, extending it to hybrid systems for the first time (to the authors' knowledge). The estimation accuracy and precision of RESTART highly depend on the choice of the Importance Function (IF) indicating how close the system is to failure: in this respect, proper IFs are here originally proposed to improve the performance of RESTART for the analysis of hybrid systems. The resulting overall simulation approach is applied to estimate the probability of failure of the control system of a liquid hold-up tank and of a pump-valve subsystem subject to degradation induced by fatigue. The results are compared to those obtained by standard MC simulation and by RESTART with classical IFs available in the literature. The comparison shows the improvement in the performance obtained by our approach. (C) 2016 Elsevier Ltd. All rights reserved.
机译:对于许多工程应用而言,系统可靠性特征的有效估计至关重要。现实世界中的系统可靠性建模要求具备以下能力:处理以下系统:i)动态,ii)复杂,iii)混合以及iv)高可靠性。先进的蒙特卡洛(MC)方法提供了一种解决此类问题的方法,根据潜在的高计算成本,这是可行的。在本文中,采用了“达到阈值后进行重复仿真试验”(RESTART)方法,这是首次将其扩展到混合系统(据作者所知)。 RESTART的估计精度和精度高度取决于选择重要性函数(IF),该函数指示系统与故障的接近程度:在这方面,这里最初提出了适当的IF以提高RESTART的性能,以分析混合系统。所得到的整体模拟方法可用于估算储液罐和泵阀子系统的控制系统由于疲劳而退化的故障概率。将结果与通过标准MC模拟和通过RESTART结合文献中提供的经典IF获得的结果进行比较。比较表明,通过我们的方法可以获得更好的性能。 (C)2016 Elsevier Ltd.保留所有权利。

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