高速列车速度传感器故障诊断方法研究

Mengling Wu, Gang Liu, Jinjun Lu, Xiaofeng Geng
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引用次数: 1

摘要

安装在高速列车轴线上的速度传感器在列车运行过程中会因振动和电磁干扰导致故障。目前,制动系统无法检测到速度传感器的全部故障,而对轴锁故障产生了误导,影响了列车运行的安全。为此,本文提出了一种高速列车制动系统速度传感器整体智能故障诊断方法,实现了对速度传感器异常的实时检测和对速度传感器故障轴线的准确定位。首先,对传统的主成分分析方法进行改进,提出一种综合监测统计量,实现速度传感器故障的实时检测;然后,采用基于组合最大化思想的改进重构贡献图,实现速度传感器的精确故障定位;此外,还进行了故障注入实验,结果证明该方法能够准确有效地诊断速度传感器的故障,解决高速列车运行的隐患。
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Research on Fault Diagnosis Method for Speed Sensor of High-Speed Train
Speed sensors installed on the axes of high-speed train will lead to faults due to the vibration and electromagnetic interference during train operation. At present the braking system can't detect all faults of speed sensor but misdirect the axle lock fault, which affects the safety of train operation. Therefore, this paper proposes an integral intelligent fault diagnosis method for speed sensor of high-speed train brake system, which realizes real-time detection of speed sensor anomalies and accurate location of the axis of the speed sensor fault. Firstly, the traditional principal component analysis method is improved by proposing a comprehensive monitoring statistic to realize real-time fault detection of speed sensor. Then, the modified reconstruction based contribution plot based on the idea of combination maximization is adopted to achieve accurate fault location of speed sensor. In addition, the fault injection experiments are conducted, the results prove the method can diagnose the fault of speed sensor accurately and effectively, and solve the hidden trouble of high-speed train operation.
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