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A single-loop Kriging surrogate model method by considering the first failure instant for time-dependent reliability analysis and safety lifetime analysis

机译:通过考虑时间依赖性可靠性分析和安全寿命分析,通过考虑第一个故障瞬间进行单环克里格代理模型方法

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The safety lifetime analysis under the constraint of a required time-dependent failure probability is of great significance to ensure the structural safety, and the vital point in safety lifetime analysis is efficiently estimating the time-dependent failure probability in any subinterval of the time interval of interest. For addressing this issue, a new single-loop Kriging method is proposed by considering the first failure instant, and a new learning function is constructed for selecting the most contributing candidate point to accurately recognize the first failure instant. Then the Kriging model can converge to accurately recognize the first failure instant. By this convergent Kriging model, the time-dependent failure probability in any subinterval of the time interval of interest can be estimated accurately, and then the safety lifetime can be obtained by dichotomy search directly. According to the strategy of identifying the first failure instant of each input sample, the proposed method is more efficient than the existing method named the single-loop adaptive sampling Kriging surrogate model. Three examples are used to validate the accuracy and efficiency of the proposed method.
机译:在所需时间依赖性失效概率的约束下的安全寿命分析具有重要意义,以确保结构安全性,安全寿命分析中的重要点是有效地估计时间间隔的任何子内部的时间依赖性故障概率兴趣。为了解决此问题,通过考虑第一个故障即时提出了一种新的单环kriging方法,并且构造了一种新的学习功能,用于选择最有贡献的候选点来准确地识别第一故障即时。然后,Kriging模型可以收敛以准确地识别第一故障即时。通过该收敛克里格化模型,可以准确地估计感兴趣的时间间隔的任何子宫内常见的故障概率,然后可以直接通过二分法搜索获得安全生命周期。根据识别每个输入样本的第一个故障时刻的策略,所提出的方法比命名为单环自适应采样Kriging代理模型的现有方法更有效。三个例子用于验证所提出的方法的准确性和效率。

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