Traffic properties for stochastic routings on scale-free 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 and , 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 and are involved in the trade-off between a detour path for and long wait at hubs for ; In the low-performance regime at a small , the wandering path for better reduces the mean travel time of a packet with high reachability. Although, in the high-performance regime at a large , the difference between and is small, neither the wandering long path with short wait trapped at nodes (), nor the short hopping path with long wait trapped at hubs () is advisable. A uniformly random walk () 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