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基于能量-小波矩特征分析的油纸绝缘气隙放电过程划分 被引量:15

Air-gap discharge process partition in oil-paper insulation based on energy-wavelet moment feature analysis
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摘要 基于油纸绝缘气隙放电模型,采用恒压法在实验室对其进行局部放电发展特性实验。论文研究了放电发展过程中放电能量的变化规律,并引入放电重复率n提出了每秒平均放电能量Wasec这一新特征量,很好地描述了气隙放电的发展过程。借鉴PRPD谱图构建思想,引入放电发生的工频相位φ,构造基于放电能量的φ-w-n三维统计图谱,进而得到基于放电能量-相位(w-φ)的局部放电二维灰度图像。鉴于传统矩特征参量的不足,将小波理论引入局部放电灰度图像矩特征的提取过程中,提取了放电产生、发展到最终击穿共62组样本点,得到不同尺度因子和位移因子参数下的小波矩特征值。根据提取到的不同放电时刻的小波矩特征值,在无先验知识的条件下采用模糊C-均值聚类的方法将整个放电过程划分为放电产生和震荡发展阶段、微弱放电阶段、放电爆发阶段以及放电预击穿阶段。 Based on the air-gap discharge model in oil-paper insulation, the experiments on the developing characteristics of partial discharge were performed using constant voltage method in laboratory. In this paper,the variation of discharge en- ergy in discharge development process is studied. At the same time ,the discharge repetition ratio n is introduced, and the average discharge energy per second Wasec is proposed as a new feature quantity. The analysis shows that Wasec can be used to describe the development characteristics of partial discharge very well. On the basis of constructing the PRPD spec- trum ,the line frequency phase (φ)occurred in discharge is introduced ,and a three-dimensional statistical spectrum,φ- w-n based on discharge energy is constructed. The partial discharge two-dimensional gray scale images based on discharge en- ergy and phase,w-φ are obtained. As traditional moment parameter has its shortages,the wavelet theory was introduced into the moment characteristic parameter extracting process of partial discharge gray scale images ;62 group sample points for start discharge, developing and breakdown ,and the wavelet moment features for different scale parameters and transla- tion parameters were obtained from the gray scale images. According to the wavelet moment features extracted at different discharge times ,under the condition of no prior knowledge ,the fuzzy C-means clustering method is used to divide the whole air-gap discharge process into four stages, namely, the start discharge and shock developing stage, the weak discharge stage,the outbreak discharge stage and the discharge pre-breakdown stage.
出处 《仪器仪表学报》 EI CAS CSCD 北大核心 2013年第5期1062-1069,共8页 Chinese Journal of Scientific Instrument
基金 国家创新研究群体基金项目(51021005) 国家重点基础研究发展计划项目(973项目)(2009CB724506)资助
关键词 能量-小波矩特征 特征分析 气隙放电 过程划分 energy-wavelet moment feature feature analysis air-gap discharge process partition
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参考文献18

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