DocumentCode :
2307926
Title :
Network heartbeat packets recognition based on DTW and HC-FCM algorithm
Author :
He, Tao ; Zhong, Hao
Author_Institution :
Sch. of Software, Beijing Inst. of Technol., Beijing, China
Volume :
6
fYear :
2010
fDate :
10-12 Aug. 2010
Firstpage :
3190
Lastpage :
3193
Abstract :
Heartbeat packets are usually used to complete the auxiliary work of applications. These packets are mostly insensitive to the business logic, and they are generally used to detect the existence of network connections, or check for patches and updates. The existing products with similar functions can only recognize heartbeat packets with pre-defined signatures. In order to provide a more general approach, we develop an algorithm which can recognize heartbeat packets based on timing characteristics, packet size, payload content, and a set of protocol related properties.
Keywords :
computer network reliability; computer network security; fuzzy set theory; pattern clustering; protocols; time warp simulation; DTW algorithm; HC-FCM algorithm; business logic; dynamic time warping algorithm; fuzzy c-means algorithm; fuzzy theory; information extraction; network connection; network heartbeat packet recognition; periodic sequence recognition technique; pre-defined signature; protocol set; Algorithm design and analysis; Clustering algorithms; Collaboration; Heart beat; Heuristic algorithms; Prototypes; Timing; DTW; HC-FCM; heartbeat packets;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-5958-2
Type :
conf
DOI :
10.1109/ICNC.2010.5584359
Filename :
5584359
Link To Document :
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