感应电机变压器绕互转式短路故障检测基于启动电流外能量
Liting Chen1,2, Jianhao Shen1,2, Gang Xu1,2
1College of Urban Transportation and Logistics, Shenzhen Technology University, Shenzhen 518118, China.
本研究引入了一种新方法,用于早期检测使用启动电流封膜能量在感应电机中间转速短路故障. 该方法实现了高精度,提高了发动机的维护和可靠性.
科学领域:
- 电气工程 电气工程
- 机械工程 机械工程
- 状态监控 状态监控
背景情况:
- 间转短路 (ITSC) 是感应电机中普遍存在的故障.
- 早期检测ITSC故障仍然是运动诊断的一个重大挑战.
研究的目的:
- 提出一种有效的方法,用于在三相感应电机中早期的ITSC故障检测.
- 通过准确的故障识别来提高感应电机的可靠性和维护.
主要方法:
- 使用启动电流封装能量作为故障特征.
- 应用阿基马插值和高斯窗口权重来处理信号.
- 使用支持矢量机 (SVM) 进行故障分类.
主要成果:
- 拟议的方法在检测ITSC故障方面实现了96.9%的平均准确性.
- 在无负荷条件下,SVM在早期ITSC检测方面表现出98.8%的高平均精度.
- 该方法有效地确定了异步电机ITSC故障的严重程度.
结论:
- 启动电流封装能量方法为ITSC故障检测提供了一种新且准确的方法.
- 这种技术为感应电机故障诊断和预测性维护提供了重大进步.
- 该研究强调了SVM在早期ITSC故障检测方面优于其他分类器的优势.
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