Assessment of the Effect of Predictive Maintenance on the System Reliability

A. S. Francisco, Marcos Vinícius Cardoso Lacerda, Luis Alberto Duncan Rangel
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Abstract

In this work, we assess the effect of predictive maintenance on the reliability of repairable systems. In reparable systems, the reliability assessment considering corrective and preventive maintenance is well defined, but not considering predictive one. The effect of predictive maintenance is taken into account through a finite probability that the system is found in degraded condition. If the predictive maintenance evidences the degradation, then the repair is carried out. All the repairs are considered perfects, which means that the system is restored to an as-good-as-new condition each time the repair is carried out. The measure of system reliability under predictive maintenance is found to be between that of a maintenance-free strategy and preventive maintenance. The effect on the system reliability depends on the value of the probability that the system is found in degraded condition. We propose an expression for the reliability that is convenient when values of such probability are less than 15%. By using the proposed expression, one can estimate how much improvement in reliability any system gains by the predictive maintenance.
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评估预测性维护对系统可靠性的影响
在这项工作中,我们评估了预测性维护对可修复系统可靠性的影响。在可修复系统中,考虑纠正性维护和预防性维护的可靠性评估已得到很好的定义,但没有考虑预测性维护。预测性维护的影响是通过发现系统处于退化状态的有限概率来考虑的。如果预测性维护证明系统出现退化,则进行维修。所有的维修都被认为是完美的,这意味着每次进行维修时,系统都会恢复到与新系统一样好的状态。预测性维护下的系统可靠性介于免维护策略和预防性维护之间。对系统可靠性的影响取决于系统处于降级状态的概率值。我们提出了一种可靠性表达式,当这种概率值小于 15%时,这种表达式很方便。通过使用所提出的表达式,我们可以估算出预测性维护对任何系统可靠性的改善程度。
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