交叉组件可转换的变压器管道服从动态摇摆,用于具有不平衡数据的旋转机械
Binbin Xu1, Boquan Ma1, Zheng Yang2
1Sino-German College of Intelligent Manufacturing, Shenzhen Technology University, Shenzhen 518118, China.
Sensors (Basel, Switzerland)
|September 9, 2023
概括
这项研究引入了一种新的可转移管道,用于诊断旋转机械故障,即使数据不平衡. 该方法增强了特征提取,并提高了跨多个组件的诊断准确性.
科学领域:
- 机械工程 机械工程
- 信号处理 信号处理
- 人工智能的人工智能
背景情况:
- 旋转机械的数据驱动故障诊断受到不足的故障数据和复杂的操作条件的阻碍.
- 现有的方法与不平衡的数据集以及为各种组件提取强大的特征而斗争.
研究的目的:
- 为面对不平衡数据的多个旋转机械部件开发可转移的故障诊断管道.
- 在具有挑战性的操作条件下增强特征提取和诊断精度.
主要方法:
- 改进了同步压缩波形变换 (SWT) 以提高时间频特征表示.
- 提出了一种具有动态摇摆 (HWT-SS) 的新型层次窗口变压器,用于特征提取和样本平衡.
- 实现组件之间的转移诊断,以利用来自多个来源的数据.
主要成果:
- 与四个数据集的基准模型相比,HWT-SS模型展示了优越的特征提取能力.
- 拟议的管道显示对不平衡数据的敏感性降低.
- 转移诊断显著改善了诊断性能,特别是对于高度不平衡的数据集.
结论:
- 开发的可转移管道有效地解决了不平衡数据的旋转机械故障诊断挑战.
- 增强SWT和HWT-SS的组合为复杂的工业应用提供了强大的解决方案.
- 转移诊断是提高故障诊断系统可靠性的有希望的策略.
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