变压器特征提取和评估方法 地铁流浪电流引起的直流偏差
Aimin Wang1, Sheng Lin2, Guoxing Wu3
1School of Electrical Engineering and Electronic Information, Xihua University, Chengdu 610039, China.
Entropy (Basel, Switzerland)
|July 26, 2024
概括
地铁流浪电流可能会导致变压器直流偏差. 本研究提出了一种使用变压器中性的直流和振动信号来评估这种风险的新方法,改进了传统方法.
科学领域:
- 电气工程 电气工程
- 电力系统分析 分析 分析
- 变压器健康监测 变压器健康监测
背景情况:
- 地铁流浪电流可以导致变压器中的直流偏差.
- 中性直流水平波动,使它们成为 DC 偏差风险的不可靠的唯一指标.
- 现有的方法可能缺乏对变压器直流偏差风险的全面评估.
研究的目的:
- 开发统一的方法来提取和评估从地铁流浪电流中变压器直流偏差风险.
- 整合变压器中性的直流和振动信号,以进行更强大的风险评估.
- 建立一个客观的评估模型,避免人工经验偏见.
主要方法:
- 通过比较直流和振动信号的大小和频率分布来提取特征.
- 相关性分析和聚类,以确定关键特征指标.
- 对客观指标权重的权方法 (EWM) 的应用.
- 使用现实世界的变压器中性直流和振动数据进行验证.
主要成果:
- 成功地从组合的直流和振动信号中提取了特征指标.
- 使用拟议的方法证明了评估变压器直流偏差风险的可行性.
- 权方法为风险评估提供了客观的权重.
结论:
- 拟议的统一特征提取和评估方法有效地评估了由地铁流浪电流引起的变压器直流偏差风险.
- 将中性直流和振动信号结合在一起,为风险评估提供了更可靠的方法.
- 开发的模型为变压器监控提供了一个客观和数据驱动的解决方案.
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