Evolutionary algorithms for the self-organized evolution of networks

被引:0
|
作者
Lehmann, Katharina A. [1 ]
Kaufmann, Michael [1 ]
机构
[1] Univ Tubingen, Wilhelm Schickard Inst Informat, D-72076 Tubingen, Germany
关键词
evolutionary algorithm; self-organization; evolution of networks;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
While the evolution of biological. networks can be modeled sensefully as a series of mutation and selection, evolution of other networks such as the social network in a city or the network of streets in a country is not determined by selection since there is no alternative network with which these singular networks have to compete. Nonetheless, these singular networks do evolve due to dynamic changes of vertices and edges. In this article we present a formal, analyzable framework for the evolution of singular networks. We show that the careful design of adaptation rules can lead to the emergence of network topologies with satisfying performance in polynomial time while other adaptation rules yield exponential runtime. We further show by example how the framework could be applied to some ad-hoc communication scenarios.
引用
收藏
页码:563 / 570
页数:8
相关论文
共 50 条
  • [21] Self-organized Boolean game on networks
    Zhou, T
    Wang, BH
    Zhou, PL
    Yang, CX
    Liu, J
    [J]. PHYSICAL REVIEW E, 2005, 72 (04):
  • [22] Reputation systems for self-organized networks
    Buchegger, Sonja
    Mundinger, Jochen
    le Boudec, Jean-Yves
    [J]. IEEE TECHNOLOGY AND SOCIETY MAGAZINE, 2008, 27 (01) : 41 - 47
  • [23] Self-organized critical drainage networks
    Hergarten, S
    Neugebauer, HJ
    [J]. PHYSICAL REVIEW LETTERS, 2001, 86 (12) : 2689 - 2692
  • [24] SELF-ORGANIZED CRITICALITY IN DISLOCATION NETWORKS
    MARCHESONI, F
    PATRIARCA, M
    [J]. PHYSICAL REVIEW LETTERS, 1994, 72 (26) : 4101 - 4104
  • [25] Self-organized atomic switch networks
    Stieg, Adam Z.
    Avizienis, Audrius V.
    Sillin, Henry O.
    Martin-Olmos, Cristina
    Lam, Miu-Ling
    Aono, Masakazu
    Gimzewski, James K.
    [J]. JAPANESE JOURNAL OF APPLIED PHYSICS, 2014, 53 (01)
  • [26] SELF-ORGANIZED FRACTAL RIVER NETWORKS
    RINALDO, A
    RODRIGUEZ-ITURBE, I
    RIGON, R
    IJJASZVASQUEZ, E
    BRAS, RL
    [J]. PHYSICAL REVIEW LETTERS, 1993, 70 (06) : 822 - 825
  • [27] Evolutionary Game Theoretic Approach to Self-Organized Data Aggregation in Delay Tolerant Networks
    Kabir, K. Habibul
    Sasabe, Masahiro
    Takine, Tetsuya
    [J]. IEICE TRANSACTIONS ON COMMUNICATIONS, 2010, E93B (03) : 490 - 500
  • [28] Exploring the patterns and evolution of self-organized urban street networks through modeling
    Rui, Yikang
    Ban, Yifang
    Wang, Jiechen
    Haas, Jan
    [J]. EUROPEAN PHYSICAL JOURNAL B, 2013, 86 (03):
  • [29] Self-organized networks: Darwinian evolution of dynein rings, stalks, and stalk heads
    Phillips, J. C.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (14) : 7799 - 7802
  • [30] Self-organized criticality in evolutionary systems with local interaction
    Arenas, A
    Díaz-Guilera, A
    Pérez, CJ
    Vega-Redondo, F
    [J]. JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 2002, 26 (12): : 2115 - 2142