Title :
Spatial modeling and analysis of traffic distribution based on real data from current mobile cellular networks
Author :
Lei Guan ; Xing Zhang ; Zongchao Liu ; Yu Huang ; Ruoqian Lan ; Wenbo Wang
Author_Institution :
Wireless Signal Process. & Network Lab., Key Lab. of Universal Wireless Commun., Beijing, China
Abstract :
A deep understanding of spatial traffic patterns modeling is not only essential for both theory analysis and simulation estimation of cellular network´s performance, but also can provide us insight on the energy efficient deployment of future network architecture. Since the user behavior in cellular network is affected by the environment, which leads to that the spatial traffic fluctuations exhibit an obvious non-uniform patterns. Existing spatial traffic models are based on ideal assumptions, and these models fail to depict the real spatial traffic distribution cases in the current mobile cellular network. In this paper, based on real data from a mobile network operator in one large city of China, “Truncated two-dimensional DCT (Discrete Cosine Transform)” model is proposed, which characterize the spatial traffic pattern more precisely. Furthermore, comparison of the modeling results has been illustrated among three typical regions: dense urban, urban and suburban, which shows that the parameters of model formula for these three regions are different.
Keywords :
cellular radio; discrete cosine transforms; mobile radio; telecommunication traffic; dense urban region; discrete cosine transform; energy efficient deployment; future network architecture; mobile cellular networks; mobile network operator; real data; spatial traffic pattern; suburban region; traffic distribution; truncated two-dimensional DCT; Analytical models; Data models; Discrete cosine transforms; Gaussian distribution; Manganese; Mobile communication; Mobile computing; Truncated two-dimensional DCT; non-uniform patterns; real data; spatial traffic model;
Conference_Titel :
Computational Problem-solving (ICCP), 2013 International Conference on
Conference_Location :
Jiuzhai
DOI :
10.1109/ICCPS.2013.6893524