基于白优化优化的连续变化模式分解的变压器部分放电信号自适应性消除方法
Jun Xie1, Weipeng Luo1, Jiawang Yang1
1Department of Electric Power Engineering, North China Electric Power University, Baoding, Hebei Province 071003, China.
The Review of scientific instruments
|September 3, 2025
概括
这项研究引入了使用优化的连续变量模式分解 (SVMD) 和波形值的高级部分放电消除技术. 该方法有效地消除噪声和干扰,保持关键的部分放电波形特征.
科学领域:
- 电气工程
- 信号处理
- 材料科学
背景情况:
- 部分放电检测对于电绝缘的完整性至关重要.
- 白噪声和周期性窄带干扰会降低信号质量.
- 现有的消除噪声方法可能会与复杂的干扰模式作斗争.
研究的目的:
- 开发一种有效的部分排放清除方法,以提高检测准确度.
- 解决传统变量模式分解 (VMD) 的局限性.
- 在保持波形特征的同时增强信号噪声比.
主要方法:
- 用白优化器对平衡参数进行优化后续变化模式分解 (SVMD).
- 选择模式的Kurtosis标准,以消除周期性窄带干扰.
- 波形值消除剩余的白噪声.
- 对最终的无声输出进行信号重建.
主要成果:
- 拟议的SVMD与波形值相结合,显著优于现有方法.
- 白优化器有效地确定SVMD的最佳平衡参数.
- 定期的窄带干扰和白噪声大大减少.
- 证明了部分放电的主要波形特征的保存.
结论:
- 在部分排放分析中,这种新的消噪方法提供了卓越的性能.
- 这种方法提高了部分排放检测系统的可靠性.
- 这种技术在保留精确诊断的重要信号信息方面非常强大.
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