• DocumentCode
    2312745
  • Title

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

  • Author

    Chen, Hsia-Hsiang ; Yang, Wuu

  • Author_Institution
    Dept. of Comput. Sci. & Inf. Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
  • fYear
    2010
  • fDate
    9-11 Feb. 2010
  • Firstpage
    47
  • Lastpage
    51
  • Abstract
    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.
  • Keywords
    IP networks; security of data; IP traceback ant colony system; ITACS; denial of service attack; hybrid approach; meta-heuristic algorithm; network attacks; Computer crime; Computer science; Design engineering; Heuristic algorithms; Information filtering; Information filters; Organisms; Robustness; Testing; Topology; IP traceback ant colony system; denial of service; meta-heuristic algorithm;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Computing (ICMLC), 2010 Second International Conference on
  • Conference_Location
    Bangalore
  • Print_ISBN
    978-1-4244-6006-9
  • Electronic_ISBN
    978-1-4244-6007-6
  • Type

    conf

  • DOI
    10.1109/ICMLC.2010.46
  • Filename
    5460692