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基于智能Agent的分布式入侵检测模型设计 被引量:1

Design of Distributed Intrusion Detection Model Based on Intelligent Agent
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摘要 针对现有入侵检测产品体系结构的局限性和大规模园区网络中的应用需求,依据通用入侵检测框架CIDF,提出了基于改进BP神经网络智能Agent的分布式入侵检测模型,并完成了一个智能Agent的结构设计、算法改进和仿真实验.结果表明,该智能入侵检测单元NIDA的检测准确率超过91.5%,通过多NIDA的设计、训练与互助,该模型可以有效地进行入侵检测. Aiming at the limitation of the existing IDSs' (Intrusion Detection Systems)structure and the requirement of the application in massive campus network, according to the Common Intrusion Detection Framework(CIDF), this paper proposed a distributed intrusion detection model based on intelligent Agent of improved BackPropagation(BP) neural network, and accomplish its structure design, algorithm improvement, emluator test. The result expresses that the intrusion detection rate of the Neural Intrusion Detection Agent(NIDA) can exceed 91.5 percent, with the design, train and cooperation of multi -NIDA, The model can proceed to detect intrusion effectively.
出处 《哈尔滨理工大学学报》 CAS 2004年第6期101-104,108,共5页 Journal of Harbin University of Science and Technology
基金 黑龙江省自然科学基金项目(F0306)
关键词 入侵检测 分布式 智能AGENT BP神经网络 特征矢量 intrusion detection istribute intelligent Agent BP neural network eigenvector
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参考文献3

  • 1ZHANG Zheng, LI Jun, MANIKOPOULOS C N, JORGENSON Jay, UCLES Jose. A Hierarchical Network Intrusion Detection System Using Statistical Preprocessing and Neural NetworkClassification [J]. The 2001 IEEE Workshop on Information Assurance and Security United S
  • 2BARBER Richard. The Evolution of Intrusion Detection Systems-the Next Step[J]. Computers & Security, 2001, 20:132-145.
  • 3JHA S, HASSAN M. Building Agents for Rule-based Intrusion Detection System[J]. Computer Communications, 2002, 25:1366-1373.

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