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| 基于免疫算法和反向传播神经元网络的无线网络入侵检测研究 | |
| 引用本文： | 靳旭玲,余桂贤,徐亚飞,李光平,薛阳.基于免疫算法和反向传播神经元网络的无线网络入侵检测研究[J].计算机应用与软件,2011,28(8). |
| 作者姓名： | 靳旭玲 余桂贤 徐亚飞 李光平 薛阳 |
| 作者单位： | 1. 北京建筑工程学院理学院,北京,100044 2. 北京兆方投资控股股份有限公司,北京,100028 3. 安徽省皖北煤电集团钱营孜煤矿,安徽,皖北,234000 4. 北京政法职业学院,北京,102600 |
| 基金项目： | 北京建筑工程学院科学研究基金项目(100803807) |
| 摘 要： | 为了能够检测到无线网络系统中已知和未知类型的入侵者,提高无线网络系统的安全性,在对网络数据分析和研究的基础上,提出一种基于免疫算法和反向传播神经元网络的入侵检测方法。首先利用免疫算法对网络数据进行预处理,再运用反向传播神经元网络对处理后的数据(程序)进行识别。实验表明用该方法检测无线网络系统中的新型入侵者是可行、有效的,检测入侵者的准确率可达到97%。 |
| 关 键 词： | 免疫算法 反向传播神经元网络 入侵检测 特征选择 |
IMMUNE ALGORITHM AND BACK PROPAGATION NEURAL NETWORK BASED WIRELESS NETWORK INTRUSION DETECTION STUDY |
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| Jin Xuling,Yu Guixian,Xu Yafei,Li Guangping,Xue Yang.IMMUNE ALGORITHM AND BACK PROPAGATION NEURAL NETWORK BASED WIRELESS NETWORK INTRUSION DETECTION STUDY[J].Computer Applications and Software,2011,28(8). | |
| Authors: | Jin Xuling Yu Guixian Xu Yafei Li Guangping Xue Yang |
| Affiliation: | Jin Xuling1 Yu Guixian2 Xu Yafei3 Li Guangping3 Xue Yang4 1(College of Science,Beijing University of Civil Engineering and Architecture,Beijing 100044,China) 2(Beijing Zhao Fang Investiment Trust Co.,Ltd.,Beijing 100028,China) 3(Qianyingzi Coal Mine,Anhui Wanbei Coal and Electricity Co.,Ltd,Wanbei 234000,Anhui,China) 4(Beijing College of Politics and Law,Beijing 102600,China) |
| Abstract: | In order to detect in the wireless network system both known and unknown types of intrusions and strengthen the wireless network system security,on the basis of network data analysis and study,an immune algorithm and back propagation neural network based intrusion detection approach is put forward.First of all network data is pre-processed with the immune algorithm,then the processed data or codes are recognized with the back propagation neural network.Experiments show that it is practical and effective to ... |
| Keywords: | Immune algorithm Back propagation neural network(BPNN) Intrusion detection Feature selection |
| 本文献已被 CNKI 万方数据 等数据库收录！ | |