DocumentCode
1452128
Title
Traffic Fluctuations on Weighted Networks
Author
Yichao Zhang ; Shi Zhou ; Zhongzhi Zhang ; Jihong Guan ; Shuigeng Zhou ; Guanrong Chen
Author_Institution
Dept. of Comput. Sci. & Technol., Tongji Univ., Shanghai, China
Volume
12
Issue
1
fYear
2012
Firstpage
33
Lastpage
44
Abstract
Traffic fluctuation has so far been studied on unweighted networks. However, many real traffic systems are better represented and understood as weighted networks, where nodes and links are assigned some weight values representing their physical properties such as capacity and delay. Here, we introduce a general random diffusion (GRD) model to investigate the traffic fluctuations on weighted networks, where a random walks choice of route is affected not only by the number of links a node has, but also by the weights of individual links. We obtain analytical solutions that characterize the relation between the average traffic and the fluctuations through nodes and links. Our analysis is supported by results of extensive numerical simulations. We observe that the value ranges of the average traffic and the fluctuations, through nodes or links, increase dramatically with the level of heterogeneity in link weights. This highlights the key role that link weight plays in traffic fluctuation and the necessity to study traffic fluctuations on weighted networks.
Keywords
numerical analysis; telecommunication network routing; telecommunication traffic; GRD model; extensive numerical simulations; general random diffusion; real traffic systems; routing; traffic fluctuations; weighted networks; Delay; Fluctuations; Numerical simulation; Random processes; Telecommunication congestion control; Telecommunication network management; Telecommunication traffic;
fLanguage
English
Journal_Title
Circuits and Systems Magazine, IEEE
Publisher
ieee
ISSN
1531-636X
Type
jour
DOI
10.1109/MCAS.2011.2181075
Filename
6155116
Link To Document