• DocumentCode
    951265
  • Title

    A general framework to construct stationary mobility models for the simulation of mobile networks

  • Author

    Yoon, Jungkeun ; Liu, Mingyan ; Noble, Brian

  • Author_Institution
    Electr. Eng. & Comput. Sci. Dept., Michigan Univ., Ann Arbor, MI, USA
  • Volume
    5
  • Issue
    7
  • fYear
    2006
  • fDate
    7/1/2006 12:00:00 AM
  • Firstpage
    860
  • Lastpage
    871
  • Abstract
    Simulation has become an indispensable tool in the design and evaluation of mobile systems. By using mobility models that describe constituent movement, one can explore large systems, producing repeatable results for comparison between alternatives. In this paper, we show that a large class of mobility models - including all those in which nodal speed and distance or destination are chosen independently - have a transient period in which the average node speed decreases until converging to some long-term average. This speed decay provides an unsound basis for simulation studies that collect results averaged over time, complicating the experimental process. In this paper, we derive a general framework for describing this decay and apply it to a number of cases. Furthermore, this framework allows us to transform a given mobility model into a stationary one by initializing the simulation using the steady-state speed distribution and using the original speed distribution subsequently. This transformation completely eliminates the transient period and the decay in average node speed and, thus, provides sound models for the simulation of mobile systems.
  • Keywords
    large-scale systems; mobile computing; large scale system; mobile networks simulation; speed decay; stationary mobility models; steady-state speed distribution; Random processes; Reproducibility of results; Steady-state; Velocity measurement; Computing methodologies; mobility model; simulation and modeling; stationary distribution.;
  • fLanguage
    English
  • Journal_Title
    Mobile Computing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1536-1233
  • Type

    jour

  • DOI
    10.1109/TMC.2006.89
  • Filename
    1637434