Anti-electricity-stealing identification method based on bidirectional long-short-term memory network and sliding window input

The invention discloses an anti-electricity-stealing identification method based on a bidirectional long-short-term memory network and sliding window input, and the method comprises the steps: collecting the electricity consumption information of an electricity-stealing user and a normal user from a...

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Bibliographische Detailangaben
Hauptverfasser: BAO WEI, LIU XIAOHUI, CHEN QILONG, YAN YUEHAO, MA TENGXIAO, ZHOU XINRUI, LIU JIABIN, CAO YAXU, AN XINRU, ZHANG TONG, TANG LIANG
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention discloses an anti-electricity-stealing identification method based on a bidirectional long-short-term memory network and sliding window input, and the method comprises the steps: collecting the electricity consumption information of an electricity-stealing user and a normal user from an electricity consumption information collection system, and manually adding a label for judging whether there is an electricity-stealing behavior or not to the electricity consumption information; adopting a sliding window input mode to input electric quantity data in a continuous period of timeincluding a target day and a label of the target day, and learning input electric quantity sequence features through a bidirectional long-short-term memory network; and forming an electricity-stealing intelligent identification model, analyzing the electricity consumption data of the user, and judging whether the user has electricity-stealing suspicion or not. According to the invention, label processing is carried out on t