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基于生成对抗网络的充电桩异常充电自动预警方法分析

Analysis of Automatic Warning Method for Abnormal Charging of Charging Stations Based on Generative Adversarial Networks
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摘要 阐述充电桩违规充电自动预警方法的设计,包括建立充电桩中单体动力电池模型、基于生成对抗网络的充电桩充电负荷计算、充电桩充电故障监测与违规充电自动预警。对比实验结果表明,该方法可以实现对充电桩违规充电的自动预警,且预警的时刻点与实际异常的时刻点基本一致,几乎无时延。 This paper describes the design of an automatic warning method for illegal charging at charging stations,including establishing a single power battery model in the charging station,calculating the charging load of the charging station based on generative adversarial networks,monitoring charging faults at the charging station,and automatic warning for illegal charging.The comparative experimental results show that this method can achieve automatic warning of illegal charging at charging stations,and the timing of the warning is basically consistent with the actual abnormal timing,with almost no delay.
作者 张尧 李涛 黄令忠 ZHANG Yao;LI Tao;HUANG Lingzhong(Shenzhen Power Supply Bureau Co.,Ltd.,Guangdong 518001,China)
出处 《电子技术(上海)》 2024年第8期348-350,共3页 Electronic Technology
关键词 生成对抗网络 单体动力电池模型 预警方法 充电桩 generative adversarial network single battery model warning method charging pile
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