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局部放电脉冲信号ICA提取技术的初步研究
  • ISSN号:1003-6520
  • 期刊名称:《高电压技术》
  • 时间:0
  • 分类:TM835.4[电气工程—高电压与绝缘技术]
  • 作者机构:[1]西安交通大学电气工程学院,西安710049
  • 相关基金:国家自然科学基金(50377034);河北省自然科学基金资助项目(F2007000636).
中文摘要:

为了提高局部放电在线监测的灵敏度,根据独立成分分析(ICA)基本模型的定义,提出将背景噪声信号与局放脉冲信号看成两个相互独立的信号源,不同观测点获取的观测信号为两者的线性混合,从而可以实现两者的分离的方法。利用ActiveX自动化技术实现了可用于局放脉冲信号提取的ICA软件模块;基于双通道超宽带检测技术,对加噪后的直流下油纸绝缘针板缺陷模型的局放脉冲序列提取进行了试验研究并且利用峭度准则与试验电压极性相结合的方法消除了局放脉冲提取的ICA含混性问题。实验结果表明:该方法能够提取被背景噪声完全淹没的脉冲信号,可以恢复出单个局放脉冲波形、脉冲波形之间的相对幅值关系以及脉冲极值所对应的时间点等重要局部放电信号信息。

英文摘要:

To improve the PD on-line monitoring sensitivity, this paper deals with a new way to extract PD pulse signal from strong background noise with using the Independent Component Analysis (ICA) method which has become an important signal processing and data analysis technique, the typical application is blind source separation in a wide range of signals, such as acoustical, biomedical and astrophysical ones. As the observation signals of PD at different detection points are linear mixture of the background noise and PD pulse signal which are generated by two independent sources, the PD pulse signal can be extracted from the noise according to the basic definition of ICA model. In this paper, the ICA software for processing observation data to extract PD pulse signals is realized with ActiveX automation technology belonging to mixed-language programming techniques. Simulation tests based on two channels by UWB detections technology are done with noised PD pulse sequence in oil-paper insulation of needle-plate model under DC voltage. And the ambiguities elimination method for the basic ICA model to extract PD pulse under DC voltage is also presented, which is made with combination of the polarity of test voltage and the kurtosis criteria. The results show that the PD pulse signal can be exactly extracted from the strong background noise with keeping PD pulse amplitude of the relative relationship, the maximum amplitude corresponding to the time point, and some other important information of the PD pulse sequence.

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期刊信息
  • 《高电压技术》
  • 中国科技核心期刊
  • 主管单位:国家电力公司
  • 主办单位:国网武汉高压研究院 中国电机工程学会
  • 主编:郭剑波
  • 地址:湖北省武汉市珞瑜路143号
  • 邮编:430074
  • 邮箱:hve@whvri.com
  • 电话:027-59835528
  • 国际标准刊号:ISSN:1003-6520
  • 国内统一刊号:ISSN:42-1239/TM
  • 邮发代号:38-24
  • 获奖情况:
  • 历届电力部优秀期刊,历届湖北省优秀期刊,中国期刊方阵“双效”期刊
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),波兰哥白尼索引,荷兰文摘与引文数据库,美国工程索引,美国剑桥科学文摘,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:35984