Fermi-Dirac statistics and traffic in complex networks

被引:34
作者
de Moura, APS [1 ]
机构
[1] Univ Sao Paulo, Inst Fis, BR-05315970 Sao Paulo, SP, Brazil
关键词
D O I
10.1103/PhysRevE.71.066114
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
We propose an idealized model for traffic in a network, in which many particles move randomly from node to node, following the network's links, and it is assumed that at most one particle can occupy any given node. This is intended to mimic the finite forwarding capacity of nodes in communication networks, thereby allowing the possibility of congestion and jamming phenomena. We show that the particles behave like free fermions, with appropriately defined energy-level structure and temperature. The statistical properties of this system are thus given by the corresponding Fermi-Dirac distribution. We use this to obtain analytical expressions for dynamical quantities of interest, such as the mean occupation of each node and the transport efficiency, for different network topologies and particle densities. We show that the subnetwork of free nodes always fragments into small isolated clusters for a sufficiently large number of particles, implying a communication breakdown at some density for all network topologies. These results are compared to direct simulations.
引用
收藏
页数:6
相关论文
共 45 条
  • [1] Search in power-law networks
    Adamic, L.A.
    Lukose, R.M.
    Puniyani, A.R.
    Huberman, B.A.
    [J]. Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2001, 64 (4 II): : 461351 - 461358
  • [2] Statistical mechanics of complex networks
    Albert, R
    Barabási, AL
    [J]. REVIEWS OF MODERN PHYSICS, 2002, 74 (01) : 47 - 97
  • [3] Characterizing the structure of small-world networks
    Almaas, E
    Kulkarni, RV
    Stroud, D
    [J]. PHYSICAL REVIEW LETTERS, 2002, 88 (09) : 4 - 981014
  • [4] ALMAAS E, 1923, PHYS REV E, V68
  • [5] Emergence of scaling in random networks
    Barabási, AL
    Albert, R
    [J]. SCIENCE, 1999, 286 (5439) : 509 - 512
  • [6] Large scale cross-correlations in Internet traffic -: art. no. 056110
    Barthélemy, M
    Gondran, B
    Guichard, E
    [J]. PHYSICAL REVIEW E, 2002, 66 (05): : 7
  • [7] Betweenness centrality in large complex networks
    Barthélemy, M
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2004, 38 (02) : 163 - 168
  • [8] Bollob┬u├s B., 2013, MODERN GRAPH THEORY, V184
  • [9] Searching in small-world networks
    de Moura, APS
    Motter, AE
    Grebogi, C
    [J]. PHYSICAL REVIEW E, 2003, 68 (03): : 5
  • [10] Packet transport along the shortest pathways in scale-free networks
    Ghim, CM
    Oh, E
    Goh, KI
    Kahng, B
    Kim, D
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2004, 38 (02) : 193 - 199