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Multi-stage Bayesian reliabilty growth assessment for laser facilities

机译:激光设备的多阶段贝叶斯可靠性增长评估

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The reliability levels of SG-III component systems are directly relative to the global reliability and stability of SG-III laser facility. The systems consist of mass identical subsystems generally, whose integration process is complicated, and the evaluation of reliability growth is hard to perform directly. Therefore, accounting for subsystems characterized by small samples, hybrid fix modes and inadequate experts experience, a multi-stage Bayesian evaluation method of system reliability growth is proposed. This method integrates AMSAA with the Non-Homogeneous Poisson Process: The failure processes of subsystems in the first stage with enough samples are modeled by AMSAA, and the Non-Homogeneous Poisson Process is assumed to be in accordance with the failure processes at the latter stages where the samples dropped off gradually. And according to the inheritance information of homogeneous subsystems, equivalent conversion methods are used to obtain the growth factors between stages and to solve the problems of lacking experts experience; then the effective transfer of historical failure information and repair information are achieved by combining with the maximum entropy method. Finally, comparative analysis results of numerical case show that this method is suitable for the reliability growth evaluation of the systems of SG-III laser facility, and provides effective ideas of reliability growth evaluation for practical engineering.
机译:SG-III组件系统的可靠性水平直接与SG-III激光设备的整体可靠性和稳定性有关。该系统通常由质量相同的子系统组成,其集成过程复杂,并且可靠性增长的评估难以直接执行。因此,考虑到样本量少,混合修复方式多样,专家经验不足等特点,提出了一种多阶段贝叶斯系统可靠性增长评估方法。该方法将AMSAA与非均质Poisson过程集成在一起:通过AMSAA对第一阶段具有足够样本的子系统的故障过程进行建模,并且假定非均质Poisson过程与后续阶段的故障过程一致样品逐渐下降。根据同类子系统的继承信息,采用等效转换方法求取各阶段之间的增长因子,解决专家经验不足的问题。然后结合最大熵方法实现历史故障信息和维修信息的有效传递。最后,数值算例的比较分析结果表明,该方法适用于SG-III激光设备系统的可靠性增长评估,为实际工程提供了可靠性增长评估的有效思路。

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