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Designing Reliability Demonstration Tests for One-Shot Systems Under Zero Component Failures

机译:在零组件故障下设计用于单发系统的可靠性演示测试

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It is difficult to estimate the confidence interval of a system's reliability with zero failures experienced. We approach this problem by proposing a hybrid model that integrates the Bayesian model with the variance propagation technique. The Bayesian model will compute the moments of component reliability estimates, and the variance propagation technique is used to estimate the system reliability variance. The confidence interval for the system reliability is then derived by matching the moments with a beta distribution. As a major contribution, the distribution for reliability estimates with zero failures is explicitly derived. The performance of the new model is compared with existing methods, and further validated by simulation data. The results show that the hybrid model generally outperforms existing methods in terms of estimation accuracy. Because the new model does not require multiple integral calculations, it can be applied to design complex systems configured in mixed series-parallel or networked components.
机译:在经历零故障的情况下,很难估计系统可靠性的置信区间。我们通过提出将贝叶斯模型与方差传播技术集成在一起的混合模型来解决此问题。贝叶斯模型将计算组件可靠性估计的矩,并且使用方差传播技术来估计系统可靠性方差。然后,通过将力矩与beta分布进行匹配,得出系统可靠性的置信区间。作为主要贡献,明确得出了零故障可靠性估计的分布。将新模型的性能与现有方法进行比较,并通过仿真数据进一步进行验证。结果表明,在估计精度方面,混合模型通常优于现有方法。由于新模型不需要多次积分计算,因此可以将其应用于设计以混合串联-并联或网络组件配置的复杂系统。

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