微型电脑应用2025，Vol.41Issue(4)：299-303,5.
基于渗透测试的异构网络安全入侵快速检测方法设计
Design of a Rapid Intrusion Detection Method for Heterogeneous Network Security Based on Penetration Testing
杨战武1
作者信息
- 1. 运城学院,数学与信息技术学院,山西,运城 044000
- 折叠
摘要
Abstract
To ensure the safety of heterogeneous network,this paper designs a rapid intrusion detection method for heterogene-ous network security based on penetration testing.Penetration testing is used to analyze the security status of heterogeneous networks.If a heterogeneous network is in an unsafe state,the heterogeneous network signals are collected and intercepted.The collected heterogeneous network signals are processed by wavelet denoising.The processed heterogeneous network signals are used as input samples of the heterogeneous network intrusion detection model based on deep learning.The convolutional neural networks(CNN)module is used to extract spatial characteristics,and the recurrent neural network(RNN)module is used to extract temporal characteristics.After adding CNN module and RNN module to increase model learning granularity,heterogeneous network intrusion detection results are output from the full connection layer.Experimental data show that the proposed method has a good signal denoising effect,can quickly and accurately detect heterogeneous network intrusion data,distinguish intrusion data types,and record the attack time and IP address in real-time.关键词
渗透测试/异构网络/小波去噪/深度学习/网络入侵检测Key words
penetration testing/heterogeneous network/wavelet denoising/deep learning/network intrusion detection分类
信息技术与安全科学引用本文复制引用
杨战武..基于渗透测试的异构网络安全入侵快速检测方法设计[J].微型电脑应用,2025,41(4):299-303,5.
