首页 | 本学科首页   官方微博 | 高级检索  
     

基于多维信息熵值的DDoS攻击检测方法
引用本文:赵小欢,夏靖波,郭威武,杜华桦. 基于多维信息熵值的DDoS攻击检测方法[J]. 空军工程大学学报(自然科学版), 2013, 14(3): 58-62
作者姓名:赵小欢  夏靖波  郭威武  杜华桦
作者单位:1. 空军工程大学信息与导航学院,陕西西安,710077
2. 93010部队,辽宁沈阳,110015
3. 空军通信网络技术管理中心,北京,100843
基金项目:陕西省自然科学基金资助项目
摘    要:针对互联网中日益严重的分布式拒绝服务攻击行为,提出了一种基于多维信息熵值的DDoS攻击检测方法.首先根据DDoS攻击的特点,采用条件熵及相异熵构建具有良好区分度的多维攻击检测向量,在此基础上采用滑动窗口的多维无参数CUSUM算法放大正常流量与攻击流量的差异来实现DDoS攻击的检测.通过实际网络攻击流量及合成攻击流量测试表明:文中提出的算法能够检测到LLS_ DDoS数据集及合成数据集中的全部攻击,算法对于DDoS攻击的响应速度快,能够应用于高速骨干网络中.

关 键 词:分布式拒绝服务攻击  条件熵  相异熵  多维无参数CUSUM算法  滑动窗口

Detection DDoS Attack Based on Multi-Dimensional Entropy
ZHAO Xiao-huan,XIA Jing-bo,GUO Wei-wu,DU Hua-hua. Detection DDoS Attack Based on Multi-Dimensional Entropy[J]. Journal of Air Force Engineering University(Natural Science Edition), 2013, 14(3): 58-62
Authors:ZHAO Xiao-huan  XIA Jing-bo  GUO Wei-wu  DU Hua-hua
Affiliation:1. Information and Navigation College, Air Force Engineering University, Xi''an 710077,China; 2. Unit 93010, Shenyang 110015, Liaoning, China; 3. Communication Network and Technology Management Center of Air Force, Beijing 100843, China
Abstract:In order to detect the increasingly serious distributed denial of service (DDoS) attack on the internet, an algorithm for detecting DDoS attack based on multi-dimensional information entropy is proposed. First of all, according to the property of DDoS attack, the multi-dimensional detecting vector which is capable of distinguishing attack from normal traffic is constructed based on conditional entropy and discrepant entropy. Then the sliding multi-dimensional non-parameter CUSUM algorithm with the capability of amplifying the discrepancy between normal and abnormal network traffic is adopted to detect DDoS attack. The experiments over actual and composite network attack traffic show that the proposed algorithm can detect all the DDoS attacks in both traces. Meantime, the proposed algorithm is capable of detecting DDoS attack quickly and it can be applied in the high backbone network.
Keywords:distributed denial of service attack  conditional entropy  discrepant entropy  multi-dimensional non-parameter CUSUM algorithm  sliding window
本文献已被 万方数据 等数据库收录!
点击此处可从《空军工程大学学报(自然科学版)》浏览原始摘要信息
点击此处可从《空军工程大学学报(自然科学版)》下载免费的PDF全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号