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The Design and Implementation of a Practical Meta-Heuristic for the Detection and Identification of Denial-of-Service Attack Using Hybrid Approach

机译:混合方法检测和识别拒绝服务攻击的实用元启发式算法的设计与实现

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摘要

Network attacks are occurring continuously day after day. The researchers are expected to find the solution by identifying the address of source. We propose the IP traceback ant colony system (ITACS) algorithm to solve the IP traceback of denial of service (DoS) problem. The ITACS is novel attempted to apply in solving the problem. It is a meta- heuristic algorithm, which is a technique applies so that attack detection and attack identification can be implemented. The proposed algorithm has improved by the previous one to conquer this problem successfully. We obtained the data set of topology from one of famous research organizations for the experiment. The parameters of algorithm are considered by packet contents in topology. In the meanwhile, we discussed the increment of traffic condition. By the experiment, the examples of increment of traffic are above average 70%. The results show that the performance of ITACS algorithm is efficient and accurate. Furthermore, the proposed algorithm has also nature of robust for the problem. Future work may even be extended to study the other behaviors of organisms from derivations of meta-heuristic algorithm.
机译:网络攻击每天都在持续发生。希望研究人员通过确定源地址找到解决方案。我们提出了IP回溯蚁群系统(ITACS)算法来解决拒绝服务(DoS)的IP回溯问题。 ITACS是新颖的尝试应用于解决问题的方法。它是一种元启发式算法,是一种适用的技术,因此可以实施攻击检测和攻击识别。所提出的算法在前一个算法的基础上进行了改进,以成功解决该问题。我们从著名的研究机构之一获得了用于实验的拓扑数据集。拓扑中的数据包内容考虑算法的参数。同时,我们讨论了交通状况的增加。通过实验,流量增加的示例高于平均70%。结果表明,该算法的有效性和准确性。此外,所提出的算法还具有针对该问题的鲁棒性。甚至可以将未来的工作扩展到通过元启发式算法的派生研究生物的其他行为。

著录项

  • 来源
  • 会议地点 Bangalore(IN);Bangalore(IN)
  • 作者

    Chen Hsia-Hsiang; Yang Wuu;

  • 作者单位

    Issue Date: 9-11 Feb. 2010rnrntOn page(s): rnt47rnttrn- 51rnrnrnLocation: Bangalore, IndiarnrnPrint ISBN: 978-1-4244-6006-9rnrnrnrnttrnDigital Object Identifier: href='http://dx.doi.org/10.1109/ICMLC.2010.46' target='_blank'>10.1109/ICMLC.2010.46 rnrnDate of Current Version: trnrnt2010-05-06 14:33:58.0rnrnt rntt class="body-text">rntname="Abstract">>Abstractrn>Network attacks are occurring continuously day after day. The researchers are expected to find the solution by identifying the address of source. We propose the IP traceback ant colony system (ITACS) algorithm to solve the IP traceback of denial of service (DoS) problem. The ITACS is novel attempted to apply in solving the problem. It is a meta- heuristic algorithm, which;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动推理、机器学习;
  • 关键词

    IP traceback ant colony system; denial of service; meta-heuristic algorithm;

    机译:IP回溯蚁群系统拒绝服务元启发式算法;

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