具有随机冲击的退化系统的预测模型

Xiaosheng Si, Tianmei Li, Qi Zhang, Zhengxin Zhang
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引用次数: 3

摘要

剩余使用寿命(RUL)是随机降解系统健康管理的重要内容。然而,目前的研究主要集中在系统的连续退化过程,而没有考虑内部条件或外部环境变化随机到达的冲击。在本文中,我们提出了一个新的预测模型来描述连续退化和随机到达的冲击。具体来说,我们首先采用线性漂移的维纳过程来表征退化过程的连续动力学。为了模拟随机到达的冲击,我们建议使用复合泊松过程来模拟对系统连续退化的影响。在该模型框架下,导出了估计RUL的概率密度函数,并可根据实测退化数据进行更新。最后,给出了一个数值算例来说明所提出方法的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A prognostic model for degrading systems with randomly arriving shocks
Remaining useful life (RUL) has been attached great importance for the health management of stochastic degrading systems. However, current studies place main focus on continuous degradation processes of systems without the consideration of randomly arriving shocks from changes in inner conditions or external environments. In this paper, we present a new prognostic model to characterize the continuous degradation and randomly arriving shocks. Specifically, we first adopt a Wiener process with a linear drift to characterize the continuous dynamics of the degradation process. In order to model randomly arriving shocks, we propose to use a compound Poisson process to model the impacts on the system's continuous degradation. Under the proposed modeling framework, the probability density function of the estimated RUL is derived and can be updated with the measured degradation data. Finally, a numerical example is provided to illustrate the results of the presented method.
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