Title :
Non-Stationarity and Multi-Scaling Behaviors in TCP Flow Arrivals
Author :
Lin, Qing-jia ; Chen, Di ; Sun, Jiande ; Liu, Yun-cai
Author_Institution :
Sch. of Inf. Sci. & Eng., Shandong Univ., Jinan
Abstract :
Scaling is a general term meaning that no particular scale controls the process under study. The literature on network traffic widely agrees with a mono-scaling Gaussian self-similar traffic model at time scales larger than the round-trip time (RTT) of TCP segments in the past ten years. In this paper, an extensive wavelet analysis is performed to the TCP flows at the small-time scales. The results show that the TCP flows exhibit a non-stationary Poisson behavior at timescales typically larger than a few hundred milliseconds. In order to identify the non-stationary-causing factors at the small-time scale, the TCP flow is analyzed along two dimensions - flow byte contribution and flow density. The results show that from the ´local´ view, the dense flow is regarded as the main non-stationary causing factor but from the ´global´ view, the alpha flow is regarded as the non-stationary causing factor
Keywords :
Gaussian processes; telecommunication congestion control; telecommunication traffic; transport protocols; wavelet transforms; TCP flow arrival; TCP segment; monoscaling Gaussian self-similar traffic; multiscaling behavior; network traffic; nonstationarity behavior; round-trip time; wavelet analysis; Communication system traffic control; Data analysis; Information science; Internet; Laboratories; Process control; Sun; Telecommunication traffic; Traffic control; Wavelet analysis;
Conference_Titel :
Intelligent Systems Design and Applications, 2006. ISDA '06. Sixth International Conference on
Conference_Location :
Jinan
Print_ISBN :
0-7695-2528-8
DOI :
10.1109/ISDA.2006.253895