飞机液压系统广义交叉信号异常检测

R. Mackey
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引用次数: 10

摘要

本文概述了从时间相关传感器数据中进行异常检测的一般方法的数学基础。该方法是BEAM的一个组成部分,但作为一个单独的算法能够进行故障检测和部分分类。该方法适用于广泛的问题类别,并设计用于响应任何偏离正常操作的情况,包括位于训练范围之外的故障或事件。我们还将考虑检测器的训练以及与更大的诊断系统的接口。最后,我们研究了一个简短的插图,从飞机测试,证明了这种方法的力量和多功能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Generalized cross-signal anomaly detection on aircraft hydraulic system
This paper outlines the mathematical foundation for a general method of anomaly detection from time-correlated sensor data. This method is a component of BEAM, but as an individual algorithm is capable of fault detection and partial classification. The method is applicable to a broad class of problems and is designed to respond to any departure from normal operation, including faults or events that lie outside the training envelope. We will also consider training of the detector and interface to a larger diagnostic system. Lastly we examine a brief illustration taken from aircraft testing that demonstrates the power and versatility of this method.
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