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A Reliability Approach to Estimating Dynamic Performance of System Using Fuzzy Theory

机译:基于模糊理论的系统动态性能可靠性评估方法

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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:本文提出了一种根据所测得的传感信号状态来估计系统状态及其可靠性的逻辑方法。估计方法是基于贝叶斯理论和模糊集理论的结合而开发的。首先,系统状态分为四个阶段,即正常运行,轻微退化,功能偏差和故障。基于类似设备的系统可靠性和可维护性的模糊信息,评估了这些状态的发生概率。其次,考虑几个感测信号,并且每个信号的信号范围也分为四个级别,用于指示从正常到故障的系统状态。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上信号电平的可能发生情况。对估计结果进行积分,然后可以通过贝叶斯规则来计算系统状态相对于信号电平的条件概率。通过结合系统生存的成功概率(也基于模糊集理论进行评估),将结果进一步用于计算系统可靠性。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。结果将支持及时开发系统监视,并为系统降级提供早期警告。

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