Title :
Human Mobility Patterns in Cellular Networks
Author :
Xuan Zhou ; Zhifeng Zhao ; Rongpeng Li ; Yifan Zhou ; Palicot, Jacques ; Honggang Zhang
Author_Institution :
Dept. of Inf. Sci. & Electron. Eng., Zhejiang Univ., Hangzhou, China
Abstract :
This letter investigates inter-arrival time, dwell time distributions and other mobility patterns in mobile cellular networks. It has been generally assumed and widely accepted that both inter-arrival time and dwell time distributions can be well approximated by exponential distribution. However, based on real cellular data measurements, we evaluate the fitness of various typical statistical distributions such as power-law, exponential, Weibull, lognormal and Rayleigh distributions, and find that a power-law distribution fits both inter-arrival time and dwell time more precisely. Besides, mobility patterns in daytime, night, rural and urban areas provide further demonstrations of the power-law model. Moreover, new models on the distributions of inter-departure time and the number of arrived subscribers are also proposed to characterize other mobility patterns, and the corresponding simulation results are well consistent with the empirical ones.
Keywords :
Weibull distribution; cellular radio; log normal distribution; Rayleigh distributions; Weibull distributions; cellular networks; dwell time distributions; exponential distribution; exponential distributions; human mobility patterns; inter-arrival time; interdeparture time distributions; lognormal distributions; mobile cellular networks; mobility patterns; power-law distributions; power-law model; real cellular data measurements; rural areas; statistical distributions; urban areas; Exponential distribution; Maximum likelihood estimation; Mobile communication; Mobile computing; Probability density function; Time measurement; Urban areas; Human mobility; cellular network; dwell time; inter-arrival time; inter-departure time; power-law; the number of arrived subscribers;
Journal_Title :
Communications Letters, IEEE
DOI :
10.1109/LCOMM.2013.090213.130924