English

Traffic properties for stochastic routings on scale-free networks

Physics and Society 2015-03-17 v1 Statistical Mechanics Social and Information Networks

Abstract

For realistic scale-free networks, we investigate the traffic properties of stochastic routing inspired by a zero-range process known in statistical physics. By parameters α\alpha and δ\delta, this model controls degree-dependent hopping of packets and forwarding of packets with higher performance at more busy nodes. Through a theoretical analysis and numerical simulations, we derive the condition for the concentration of packets at a few hubs. In particular, we show that the optimal α\alpha and δ\delta are involved in the trade-off between a detour path for α<0\alpha < 0 and long wait at hubs for α>0\alpha > 0; In the low-performance regime at a small δ\delta, the wandering path for α<0\alpha < 0 better reduces the mean travel time of a packet with high reachability. Although, in the high-performance regime at a large δ\delta, the difference between α>0\alpha > 0 and α<0\alpha < 0 is small, neither the wandering long path with short wait trapped at nodes (α=1\alpha = -1), nor the short hopping path with long wait trapped at hubs (α=1\alpha = 1) is advisable. A uniformly random walk (α=0\alpha = 0) yields slightly better performance. We also discuss the congestion phenomena in a more complicated situation with packet generation at each time step.

Keywords

Cite

@article{arxiv.1101.3393,
  title  = {Traffic properties for stochastic routings on scale-free networks},
  author = {Yukio Hayashi and Yasumasa Ono},
  journal= {arXiv preprint arXiv:1101.3393},
  year   = {2015}
}

Comments

12 pages, 10 figures, 6 tables