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A reliability approach to estimating dynamic performance of system using fuzzy theory

机译:采用模糊理论估算系统动态性能的可靠性方法

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This paper presents a logical approach to estimate system state and its reliability according to the status set of measured sensing signals. The estimated approach is developed based on the combination of Bayesians theory and fuzzy set theory. First, system state is classified into four stages, namely normal operation, slight degradation, function bias and failure. The occurred probabilities for these states are evaluated based on the fuzzy information of system reliability and maintainability of similar equipments. Second, several sensing signals are considered and the signal range of each is also divided into four levels for indicating the system states from normal to failure. An estimated process based on fuzzy set theory is developed to evaluate the possibly occurrence of the signal levels on each system state when system is running. Integrating the estimated results, the conditional probabilities of system states with respect to signal levels can then be calculated by Bayesian rule. The results are further used to compute system reliability by incorporating the successful probabilities of system surviving which are also evaluated based on fuzzy set theory. Based on the proposed approach, the performance state and the dynamic reliability of a system can be validly assessed when the status set of the sensing signals is acquired. The results would support the development of system monitoring in time and provide an early warn for the system degradation.
机译:本文提出了一种逻辑方法来估计系统状态及其可靠性根据测量的感测信号的状态集。基于贝叶斯理论与模糊集理论的组合开发了估计的方法。首先,系统状态分为四个阶段,即正常运行,略微降解,功能偏差和故障。基于系统可靠性的模糊信息和类似设备的可维护性来评估这些状态的发生概率。其次,考虑了几个感测信号,并且每个传感信号也被分为四个级别,用于指示系统状态从正常到故障。开发了基于模糊集理论的估计过程,以评估系统运行时每个系统状态的信号电平的发生。整合估计结果,可以通过贝叶斯规则计算系统状态的条件概率。结果进一步用于计算系统可靠性来计算系统存活的成功概率,这也基于模糊集理论评估。基于所提出的方法,当获取感测信号的状态集时,可以有效地评估系统的性能状态和动态可靠性。结果将支持系统监测的发展,并为系统退化提供早期警告。

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