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
Link To Document :
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