Publication record · 18.cifr/2003.jadbabaie.flocking-nearest-neighbor
18.cifr/2003.jadbabaie.flocking-nearest-neighborIn a recent Physical Review Letters article, Vicsek and his colleagues propose a simple but compelling discrete-time model of n autonomous agents all moving in the plane with the same speed but with different headings. Each agent's heading is updated using a local rule based on the average of its own heading plus the headings of its neighbors. This paper provides a theoretical explanation for the behavior of the Vicsek model. Using tools from algebraic graph theory and the theory of non-homogeneous Markov chains, we show that all agents converge to a common heading as long as the union of the directed neighbor graphs across any contiguous, bounded time interval is jointly connected.
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The authors leave open extensions to variable speed, 3D motion, communication delays, and asynchronous updates. Characterizing convergence rates as a function of agent density and radius r is also not addressed. Incorporating obstacle avoidance into the convergence framework is a natural next step.