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基于多源融合的网络安全态势层次感知

张淑雯 刘效武 孙雪岩

计算机技术与发展2016,Vol.26Issue(10):77-82,6.
计算机技术与发展2016,Vol.26Issue(10):77-82,6.DOI:10.3969/j.issn.1673-629X.2016.10.017

基于多源融合的网络安全态势层次感知

Hierarchical Awareness of Network Security Situation Based on Multi-source Fusion

张淑雯 1刘效武 1孙雪岩1

作者信息

  • 1. 曲阜师范大学 信息科学与工程学院,山东 日照 276826
  • 折叠

摘要

Abstract

In recent year,network security situation awareness is an emerging security technology and garners widespread attentions be-cause it can solve the issues that the traditional security technology difficult to deal with,such as a single data source and the high false a-larm rate,and enhance the dynamic understanding abilities for the overall security situation. For the current research,a network security situation awareness model is proposed based on multi-source fusion which utilizes ant colony D-S evidence combination rule to deal with the multi-source data fusion problem with aim of reducing the subjective dependence of situation parameters. Meanwhile,the neural net-work is applied for searching key characteristics of security events to reduce data dimension,avoid dimension explosion and improve the real-time performance. It also discusses a hierarchical awareness algorithm and can map the discrete alarms to the dynamic threats tenden-cy in order to improve the capacity of quantitative analysis for network security. The simulation shows that the proposed model and algo-rithm can improve the detection rate and decrease false alarm rate,and dynamically monitor the evolution of the network security threats.

关键词

网络安全态势感知/数据融合/蚁群算法/神经网络/特征选择

Key words

network security situation awareness/data fusion/ant colony optimization/neural network/feature selection

分类

信息技术与安全科学

引用本文复制引用

张淑雯,刘效武,孙雪岩..基于多源融合的网络安全态势层次感知[J].计算机技术与发展,2016,26(10):77-82,6.

基金项目

山东省高校科技计划项目(J11LG09) (J11LG09)

计算机技术与发展

OACSTPCD

1673-629X

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