A minimal model for congestion phenomena on complex networks

被引:15
作者
De Martino, Daniele [1 ,2 ]
Dall'Asta, Luca [3 ]
Bianconi, Ginestra [3 ]
Marsili, Matteo [3 ]
机构
[1] Scuola Int Super Studi Avanzati, I-34014 Trieste, Italy
[2] Ist Nazl Fis Nucl, I-34014 Trieste, Italy
[3] Abdus Salam Int Ctr Theoret Phys, I-34014 Trieste, Italy
来源
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT | 2009年
关键词
phase diagrams (theory); network dynamics; zero-range processes; traffic models; PHASE-TRANSITION; BEHAVIOR;
D O I
10.1088/1742-5468/2009/08/P08023
中图分类号
O3 [力学];
学科分类号
08 ; 0801 ;
摘要
We study a minimal model of traffic flows in complex networks, simple enough for getting analytical results, but with a very rich phenomenology, presenting continuous, discontinuous as well as hybrid phase transitions between a free-flow phase and a congested phase, critical points and different behaviors of scaling with the system size. It consists of random walkers on a queuing network with one-range repulsion, where particles can be destroyed only if they can move. We focus on the dependence on the topology as well as on the level of traffic control. We are able to obtain transition curves and phase diagrams at an analytical level for the ensemble of uncorrelated networks and numerically for single instances. We find that traffic control improves global performance, enlarging the free-flow region in parameter space only in heterogeneous networks. Traffic control introduces non-linear effects and, beyond a critical strength, may trigger the appearance of a congested phase in a discontinuous manner. The model also reproduces the crossover in the scaling of traffic fluctuations empirically observed in the Internet, and moreover, a conserved version can reproduce qualitatively some stylized facts of traffic in transportation networks.
引用
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页数:33
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