DocumentCode
498313
Title
A Method Creating Different Packet Loss Membership Function in Heterogeneous Network
Author
Yanxiang, Zhen ; Fang, Su ; Huikan, Xiang
Author_Institution
Beijing Univ. of Posts & Telecommun., Beijing, China
Volume
3
fYear
2009
fDate
19-21 May 2009
Firstpage
315
Lastpage
319
Abstract
The packet loss differentiating mechanism of TCP for heterogeneous network has the important influence to the stability of wireless network, relative one way delay (ROD) of Loss Pair is adopted as the differentiating parameter to distinguish the packet loss pattern in reference [Su Fang, Fan Ying-lei, 2008]. The accuracy of this algorithm depends on ROD membership function. In order to differentiate packet loss pattern more accurately, the initialization method based on potential function is proposed by EM algorithm analysis, and the simulation result shows it is superior in convergence speed. Then the modified EM algorithm is applied in creating different packet loss membership function which congestion and wireless error coexist in the network. From the results of simulation, this algorithm has well distinguishing effects in the membership function of different packet loss pattern and practical application value.
Keywords
computer networks; data communication; expectation-maximisation algorithm; packet radio networks; radio access networks; EM algorithm analysis; heterogeneous network; packet loss membership function; wireless network stability; Algorithm design and analysis; Analytical models; Clustering algorithms; Intelligent networks; Intelligent systems; Mathematical model; Pattern analysis; Stability; Wireless LAN; Wireless networks; Expectation maximization algorithm; Gaussian mixture model; Heterogeneous network; Membership function;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Systems, 2009. GCIS '09. WRI Global Congress on
Conference_Location
Xiamen
Print_ISBN
978-0-7695-3571-5
Type
conf
DOI
10.1109/GCIS.2009.80
Filename
5209151
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