基于威布尔和统计模式分析的故障预测方法

K. Fitzgibbon, R. Barker, T. Clayton, N. Wilson
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引用次数: 11

摘要

本文提出了一种将威布尔分析与统计算法相结合的故障预测方法,并将实验结果应用于电子系统。威布尔分析是利用风险分析和平均故障间隔时间(MTTF)参数进行故障预测的经典方法。统计模式分析可以根据来自组件的性能信息预测故障。性能可以通过分析在系统或组件的使用寿命期间收集的测试数据来监控。威布尔分析采用失效数据估计MTTF。统计模式分析使用测试数据来识别统计模式,例如趋势线。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A failure-forecast method based on Weibull and statistical-pattern analysis
This paper presents a method that combines Weibull analysis and statistical algorithms to forecast failures, and the experimental results applied to electronic systems. The Weibull analysis is a classical method to forecast failures using risk analysis and the mean-time-to-failure (MTTF) parameter. Statistical pattern analysis can forecast failures based on performance information from the component. Performance can be monitored by analyzing test data collected during the system or component's operating life. Weibull analysis uses failure datum to estimate the MTTF. Statistical pattern analysis uses test data to identify statistical patterns such as trend lines.
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