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PATTERN RECOGNITION METHOD FOR PARTIAL DISCHARGE OF THREE-PHASE IN ONE ENCLOSURE TYPE ULTRAHIGH VOLTAGE GIS

机译:一种封闭式超高压GIS中三相部分放电的图形识别方法

摘要

A pattern recognition method for a partial discharge of a three-phase in one enclosure type ultrahigh voltage GIS. The method comprises the steps as follows: detecting a partial discharge of a three-phase in one enclosure type GIS using an ultrahigh frequency, and sampling a partial discharge signal using a UHF sensor; conducting noise elimination processing on the collected partial discharge signal using an improved wavelet threshold filtering method, so as to obtain a real partial discharge signal; extracting feature parameters of the sampled signal through an algorithm based on a phase analysis pattern; conducting dimension reduction processing on a feature space composed of the feature parameters using an improved kernel principal component analysis method, so as to obtain a feature parameter matrix subjected to the dimension reduction; and conducting pattern recognition on an insulation defect type of the GIS using a K-nearest neighbour classification algorithm based on a cluster idea. The pattern recognition method for a partial discharge of a three-phase in one enclosure type ultrahigh voltage GIS can overcome the defects of less functions, a small scope of application and poor accuracy in the prior art, thereby realizing the advantages of more functions, a wide scope of application and good accuracy.
机译:一种封闭型超高压GIS中三相局部放电的模式识别方法。该方法包括以下步骤:使用超高频在一个封闭式GIS中检测三相的局部放电,并使用UHF传感器对局部放电信号进行采样。采用改进的小波阈值滤波方法对采集到的局部放电信号进行噪声消除处理,得到真实的局部放电信号。通过基于相位分析模式的算法提取采样信号的特征参数;采用改进的核主成分分析法对由特征参数组成的特征空间进行降维处理,得到降维后的特征参数矩阵。基于聚类思想的K近邻分类算法对GIS的绝缘缺陷类型进行模式识别。一种封闭式超高压GIS中三相局部放电的模式识别方法,克服了现有技术功能少,适用范围小,精度差的缺点,从而实现了功能多,优点多的优点。适用范围广,精度高。

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