高压断路器的机械故障诊断使用多模式数据融合
Tianhui Li1,2, Yanwei Xia1,2, Xianhai Pang1,2
1State Grid Hebei Electric Power Research Institute, Shijiazhuang, China.
PeerJ. Computer science
|September 24, 2024
概括
这项研究引入了一种新的方法,用于使用振动信号诊断高压断路器 (HVCB) 的机械故障. 一个卷积注意网络 (CANet) 实现了94.2%的准确率,改进了传统的单点检测方法.
科学领域:
- 电气工程 电气工程
- 电力系统 电力系统
- 机械工程 机械工程
背景情况:
- 高压断路器 (HVCB) 是智能电力系统中的关键组件.
- 当前的研究往往忽视了HVCB中的机械故障诊断,而是专注于结构效率.
- 机械故障,如接触问题和机制,是HVCB故障的主要原因.
研究的目的:
- 开发一种有效的方法来诊断HVCBs中常见的机械故障.
- 使用振动信号来识别HVCB系统中的特定故障类型.
- 通过改进HVCB故障检测,提高电力系统的可靠性和安全性.
主要方法:
- 振动传感器在HVCB系统中的四个不同位置被战略地放置.
- 卷积注意网络 (CANet) 用于特征提取和故障分类.
- 根据振动数据,CANet模型被训练来识别四种普遍存在的机械故障类型.
主要成果:
- 提出的基于CANet的方法实现了94.2%的高机械故障诊断准确率.
- 该方法与依赖于单位振动信号的传统技术相比,显示出更高的性能.
- 具体机械故障的准确识别在定义的时间框架内实现.
结论:
- CANet模型为HVCB机械故障诊断提供了强大而准确的解决方案.
- 多位置振动传感与先进的深度学习相结合,显著提高了故障检测能力.
- 这种方法提高了HVCB在智能电网中的运行可靠性.
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