加密数据的检测方法及装置、非易失性存储介质

By extracting the dynamic, angular, and scale features of encrypted data streams and using anomaly detection models to analyze power grid communication data, the problem of existing technologies being unable to detect attack information in encrypted data streams without decryption is solved, thus improving the accuracy and efficiency of power grid network security detection.

CN120105450BActive Publication Date: 2026-07-17STATE GRID BEIJING ELECTRIC POWER CO +3

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
STATE GRID BEIJING ELECTRIC POWER CO
Filing Date
2025-02-12
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

The lack of existing technologies allows for the analysis of encrypted data streams without decryption to determine the presence of malicious information, rendering cybersecurity tools ineffective in detecting malicious traffic within encrypted data streams.

Method used

By acquiring the dynamic, angular, and scale features of the encrypted data stream, these features are processed and analyzed using an anomaly detection model. Features are extracted using Gram Angular Field Difference Map (GADF), Gram Angular Field Sum Map (GASF), and Markov Transformation Matrix (MTF) techniques, and anomaly detection is performed in conjunction with a convolutional neural network.

Benefits of technology

It enables the analysis of encrypted data streams without decryption, improving the accuracy and efficiency of detecting attack information in encrypted data streams and enhancing network security detection capabilities.

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Abstract

本申请公开了一种加密数据的检测方法及装置、非易失性存储介质。其中,该方法包括:获取待测电网中的在检测时段内产生的加密数据流,其中,加密数据流包括:待测电网在检测时段中的每个时刻下产生的加密数据、加密数据相关的指标数据;分别确定加密数据流的动态特征、角度特征和尺度特征,其中,动态特征用于指示加密数据在检测时段内的波动性,角度特征用于指示加密数据在检测时段内的周期性,尺度特征用于指示加密数据流的状态在检测时段内的转换规律;采用异常检测模型对动态特征、角度特征和尺度特征进行处理分析,得到异常检测模型输出的处理结果。本申请解决了相关技术中无法在不解密的情况下对加密数据流进行分析的技术问题。
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