基于仿真数据与小样本测试数据融合的航天继电器可靠性评估方法

Qingshen Li, Yigang Lin, Shanshan Wang, Xianggeng Zhu
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引用次数: 2

摘要

本文提出了一种将仿真数据与少量试验数据相结合的可靠性评估方法。该方法解决了航天继电器在研制初期由于缺乏足够的存储退化试验数据而导致可靠性评估失败的问题。首先,利用逆高斯过程对严格单调的退化数据进行建模。其次,基于贝叶斯理论,给出了模型参数的后验估计和先验估计。然后,介绍了利用EM算法求解超参数的过程。最后,结合实际案例,采用仿真数据与实验数据相结合的方法,结合贝叶斯理论进行高斯反过程退化建模和可靠性评估。结果表明,基于仿真数据的性能退化建模可以有效地评估系统的可靠性。而少量试验数据的引入可以将可靠性评估的准确性进一步提高。该方法为高可靠性、小样本产品的可靠性评估提供了一种新的思路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reliability Evaluation Method of Aerospace Relays Based on Fusion of Simulation Data and Small Sample Test Data
In this paper, we present a reliability evaluation approach that combines simulation data with a small amount of test data. This approach solved to lack of sufficient test data of storage degradation, which leads to failure of reliability evaluation in the initial phase of development of aerospace relays. Firstly, the Inverse Gaussian process is used to model degradation data which is strictly monotone. Secondly, based on the Bayesian theory, a posteriori estimation and a priori estimation of the model parameters are listed. Then, the process of using EM algorithm to solve hyperparameters is introduced. Finally, in combination with the actual case, the method of integrating simulation data and experimental data are used to conduct the Inverse Gaussian process degradation modeling and the reliability evaluation in combination with the Bayesian theory. The results show that the performance degradation modeling based on simulation data can effectively evaluate the reliability. And the introduction of a small amount of test data can will further improve the accuracy of reliability assessment. The proposed method could provide a new idea of reliability evaluation for products with high reliability and small samples.
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