The invention discloses a charging pile traffic intrusion detection method, device and equipment and a storage medium, and relates to the technical field of smart grid safety, and the method comprises the steps: inputting real sample traffic features extracted from an electric vehicle charging pile into a generator of a generative adversarial network to obtain deception sample traffic features; inputting the deception traffic sample features into a discriminator of the generative adversarial network for verification; combining the real sample traffic characteristics and the deception traffic sample characteristics into a training data set under the condition that the discriminator passes the verification of the deception traffic sample characteristics; training a traffic intrusion prediction model by using the training data set; and detecting whether the data traffic of the electric vehicle charging pile has a traffic intrusion behavior or not by using the trained traffic intrusion prediction model.
本申请公开了一种充电桩流量入侵的检测方法、装置、设备及存储介质,涉及智能电网安全技术领域,该方法包括:将从电车充电桩中提取到的真实样本流量特征,输入至对抗生成网络的生成器得到欺骗样本流量特征;将所述欺骗流量样本特征输入至所述对抗生成网络的判别器进行验证;在所述判别器对所述欺骗流量样本特征验证通过的情况,将所述真实样本流量特征和所述欺骗流量样本特征组合成训练数据集;利用所述训练数据集对流量入侵预测模型进行训练;利用训练之后的流量入侵预测模型检测所述电车充电桩的数据流量是否存在流量入侵行为。
Charging pile flow intrusion detection method and device, equipment and storage medium
充电桩流量入侵的检测方法、装置、设备及存储介质
2024-12-27
Patent
Electronic Resource
Chinese
IPC: | H04L TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION , Übertragung digitaler Information, z.B. Telegrafieverkehr / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen |
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