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Ball bearing test-rig research and fault diagnosis investigation

机译:球轴承试验台的研究与故障诊断调查

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摘要

This study designed and implemented a bearing test rig with which four major features can be tested: axial and radial load, inner ring radial thrust and speed. This test rig can be used to observe forces being applied to the bearing. Replacements can also be quickly made according to bearing specifications. Optimisation of the four major features can be done using the orthogonal arrays of the Taguchi method. The contribution of vibration signals is analysed using the scientific method while the bearing is subjected to different forces. The different vibration signal modes are used for the detection of bearing faults using a method based on the Chen-Lee chaos system and fractal theory. The extension theory is used for intelligent fault diagnosis. The final experimental results obtained show that under different fault point diameters, the diagnostic rate can be up to 99% and the overall fault diagnostic rate achieved was 92%.
机译:这项研究设计并实施了一个轴承测试台,可以测试四个主要特征:轴向和径向载荷,内圈径向推力和速度。该试验台可用于观察施加到轴承上的力。还可以根据轴承规格快速进行更换。可以使用Taguchi方法的正交阵列对四个主要特征进行优化。当轴承承受不同的力时,使用科学的方法分析振动信号的贡献。使用基于Chen-Lee混沌系统和分形理论的方法,将不同的振动信号模式用于轴承故障的检测。扩展理论用于智能故障诊断。最终的实验结果表明,在不同故障点直径下,故障诊断率可以达到99%,整体故障诊断率可以达到92%。

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