GIS opening and closing state current detection method and device based on CNN network

The invention discloses a CNN network-based GIS opening and closing state current detection method and device. The method comprises the steps of collecting opening and closing states of a disconnecting link and a grounding knife in each state of GIS equipment and a corresponding coupling capacitance...

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Hauptverfasser: SHEN QING, CUI ZHONGYING, LI QIYUE, LIU XIANG, SHI YONGJIAN, GUO ZHENYU, MA HUIFANG, DONG XIANGYU, CUI WEI, CHEN MINGYANG, ZHANG FANGWEI, MA HUAN, LI WEITAO, LI YANDONG, WU WENJIE, XIA YOUSEN, FANG SHANSHAN, WANG TAIPING, ZHANG BIN, SUN WEI, HU KUN, GE JIAN, SHI WEN, LEE YOUNG-HEE, KE YANGUO, FU QINGTAI, ZHAO JULONG
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention discloses a CNN network-based GIS opening and closing state current detection method and device. The method comprises the steps of collecting opening and closing states of a disconnecting link and a grounding knife in each state of GIS equipment and a corresponding coupling capacitance current data set; preprocessing the collected current data, and constructing a training set of the network; constructing a CNN network; optimizing the CNN network parameters by using a particle swarm optimization algorithm to obtain optimal CNN network parameters; acquiring disconnecting link and grounding switch fault current data of the GIS equipment in real time, preprocessing the data, inputting the data into the optimal CNN network, and outputting a GIS opening and closing state judgment result by using the optimal CNN network; the method has the advantages that the execution speed is high, the real-time performance is high, after the model is trained, the output result is accurate, and the reliability is hig