具有局部缺陷的球形滚筒轴承的动态多体建模,用于大型旋转机械
Luca Giraudo1, Luigi Gianpio Di Maggio1, Lorenzo Giorio1
1Dipartimento di Ingegneria Meccanica e Aerospaziale (DIMEAS), Politecnico di Torino, Corso Duca Degli Abruzzi 24, 10129 Torino, Italy.
Sensors (Basel, Switzerland)
|April 26, 2025
概括
这项研究开发了一种经过验证的多体模型,用于模拟球形轴承动态. 该模型有效地检测出故障信号,有助于工业机械的预测性维护.
科学领域:
- 机械工程 机械工程
- 振动分析 振动分析
- 状态监控 状态监控
背景情况:
- 在旋转机械中早期发现故障对于工业维护和降低成本至关重要.
- 球形轴承是许多中大型工业应用中的关键部件.
- 为了有效的预测性维护策略,需要准确的模拟模型.
研究的目的:
- 开发和验证中型球形轴承的多体动态模型.
- 评估模型在识别特征性故障频率方面的能力.
- 为训练诊断和预后算法生成数据集.
主要方法:
- 在Simulink Simscape中开发一个多体模型.
- 模拟轴承的动态行为,包括六个自由度.
- 与来自重辐射负载测试装置的实验测量的验证.
主要成果:
- 该模型准确地重现了实验信号,识别了特有的故障频率.
- 模拟和实验信号显示出很好的匹配,证实了模型的有效性.
- 通过振动信号有效地检测到内部和外部种族的局部缺陷.
结论:
- 经过验证的模型是生成故障数据用于预测性维护的有希望的工具.
- 该模型有助于改进工业机械的诊断和预测算法.
- 它支持条件监测策略,尽管由于模型简化而导致的幅度差异较小.
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