International Journal of Modern Physics B · 2009 · 17 citations · 11 references
ComputingComputer ScienceAlgorithmsComplex SystemsDistributed SystemsConsensus AlgorithmsDistributed ControlDistributed CoordinationGenetic AlgorithmsMulti-agent SystemsSmall-world NetworksConsensus Convergence AnalysisConsensus In Multi-agent SystemsMulti-agent ConsensusSmall-world Network Architecture
In this paper, we mainly investigate the character of consensus convergence speed of Multi-Agent Systems (MAS) with small-world communication network and the method of devising a speed-optimized small-world communication network in consensus problem based on genetic-algorithm (GA). It is found that, for a small-world communication network, the time to reach a consensus changes rapidly with the change of the number of long-range communication links and the agents which the long-range links connect. The convergence speed of consensus of MAS increases rapidly with the number of long-range links increasing. As we construct a small-world communication network for MAS with a smaller network size and fixed long-range links, we can optimize the long-range link configuration using GA methodology to obtain a small-world communication network with faster consensus speed for MAS.
11
Collective dynamics of ‘small-world’ networks
Duncan J. Watts, Steven H. Strogatz · Nature · 1998 · 43.2K citations
Renormalization group analysis of the small-world network model
M. E. J. Newman, Duncan J. Watts · Physics Letters A · 1999 · 1.5K citations · Full text