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PARTIAL DISCHARGE SIGNAL PROCESSING METHOD AND APPARATUS EMPLOYING NEURAL NETWORK

机译:神经网络局部放电信号处理方法及装置

摘要

A partial discharge signals processing method includes: setting a first discrimination criterion among the following criteria: discharge signals acquisition, discharge signals noise filtering, and discharge signals classification; providing a plurality of pulse waveforms associated with detected partial discharge waveform signals; defining at least a first reference pulse waveform in accordance with the first criterion; performing a first training of a neural network module based on the at least a first reference pulse waveform to produce a similarity index adapted to selectively assume a first value and a second value representative of a similarity/non similarity of an input pulse waveform with the at least a first reference pulse waveform, respectively; comparing the plurality of pulse waveforms with the at least a first reference pulse waveform by means of the neural network module to obtain first similarity index values; and memorizing/rejecting each compared pulse waveform on the basis of the obtained first similarity index values and on the second discrimination criterion.
机译:部分放电信号处理方法包括:在以下标准中设置第一判别标准:放电信号获取,放电信号噪声滤波和放电信号分类;提供与检测到的局部放电波形信号相关的多个脉冲波形;根据第一准则定义至少第一参考脉冲波形;基于至少第一参考脉冲波形执行神经网络模块的第一训练以产生相似度指数,该相似度指数适于选择性地表示代表输入脉冲波形与的相似度/不相似度的第一值和第二值。至少第一参考脉冲波形;借助于神经网络模块将多个脉冲波形与至少第一参考脉冲波形进行比较以获得第一相似性指标值;基于获得的第一相似度指标值和第二判别准则,存储/拒绝每个比较脉搏波形。

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