一种双通道速度传感器故障检测与隔离方案

Xuejie Cao, Liujing Xiong, Gang Niu
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引用次数: 0

摘要

高速列车双通道速度传感器经常受到粉尘、振动、温度变化等因素的影响,容易造成误报或漏报,甚至误隔离。实际工程中常用的实验比较法,这种方法不能及时发现故障,也不能准确地隔离多个故障。本文提出了一种基于改进主成分分析(PCA)和改进重构贡献图(IRBCP)的双通道速度传感器故障检测与隔离(FDI)方案。以高速列车双通道速度传感器为例,实验结果表明,所提方案能够满足速度传感器的FDI要求,且准确有效。
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A Fault Detection and Isolation Scheme for Dual-channel Speed Sensors
High-speed train dual-channel speed sensors are often influenced by factors like dusts, vibration, temperature changes, which easily cause false or miss alarm, even wrong isolation. The experimental comparison method commonly used in practical engineering, this method cannot detect faults in time or accurately isolate multiple faults. In this paper, a novel fault detection and isolation (FDI) scheme for dual-channel speed sensors is proposed by using the improved principal component analysis (PCA) and the improved reconstruction-based contribution plots (IRBCP). Take the dual-channel speed sensor of high-speed train as an example, experimental results show that the proposed scheme can satisfy FDI requirements of speed sensors, and is accurate and effective.
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