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Impact of the load in the detection of bearing faults by using the stator current in PMSM's

机译:使用PMSM中的定子电流,负载对轴承故障检测的影响

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Many mechanical faults in industrial processes are related to bearing damage, which can be detected by vibration analysis. This approach may be expensive due to the cost of sensors. Therefore, studies are performed in order to use the stator current to detect bearing damage. This study is to investigate the impact of the load in the bearing damage detection by using the stator current. A diagnostic index is developed and evaluated for vibration signals measured from a healthy and a damaged bearing. Afterwards, the validated index is applied to the stator current of a permanent magnet synchronous machine measured with a healthy and a damaged bearing at different loads. The results show that, the damaged bearing can be differentiated from the healthy bearing by using the proposed index with the signal of the vibration or the stator current. However, the detection by the stator current is strongly dependent on the radial force of the bearing.
机译:工业过程中的许多机械故障都与轴承损坏有关,可以通过振动分析来检测。由于传感器的成本,这种方法可能很昂贵。因此,进行了研究以使用定子电流来检测轴承损坏。本研究旨在通过使用定子电流来研究负载在轴承损坏检测中的影响。针对从健康轴承和受损轴承测得的振动信号,开发并评估诊断指标。然后,将经过验证的指标应用于永磁同步电机的定子电流,该定子电流在轴承处于健康状态且轴承已损坏的情况下在不同负载下进行测量。结果表明,通过使用所提出的指标以及振动或定子电流信号,可以将损坏的轴承与健康的轴承区分开。但是,定子电流的检测在很大程度上取决于轴承的径向力。

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