Combined Degradation Process and Remaining Useful Life Improvement in an Actuator

Nabila Mabrouk, Med Hedi Moulahi, F. B. Hmida
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引用次数: 1

Abstract

Actuator usually deteriorate due to some degradation processes and random shocks. Accurate modeling of the effect of these processes on the actuator leads to better system reliability estimation. This paper investigates the impact of degradation processes and random shocks on reliability of the actuator over time. Moreover, in industrial automation systems, the actuator becomes more vulnerable to damage. Hence, we propose to model the stochastic degradation process with two laws of degradation (Combined process: continuous wear and accumulated shock damages). However, we will predict the reliability evolution of the actuator. It can be estimated by probabilistic approach, which required to evaluate the pdf of the RUL prediction. Finally, the proposed degradation modeling and remaining useful life prediction are applied to a double-tank level control system. The actuator deterioration process is considered as a source of performance deterioration in physical system.
执行器的复合降解过程和剩余使用寿命改进
执行机构通常由于某些退化过程和随机冲击而劣化。准确建模这些过程对执行器的影响,可以更好地估计系统的可靠性。本文研究了退化过程和随机冲击对执行器可靠性的影响。此外,在工业自动化系统中,执行器变得更容易受到损坏。因此,我们提出用两种退化规律(组合过程:连续磨损和累积冲击损伤)来模拟随机退化过程。然而,我们将预测执行器的可靠性演变。它可以用概率方法来估计,这需要评估RUL预测的pdf。最后,将退化建模和剩余使用寿命预测应用于双罐液位控制系统。驱动器劣化过程被认为是物理系统性能劣化的一个来源。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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