Abstract

In a recent Physical Review Letters article, Vicsek et al. propose a simple but compelling discrete-time model of n autonomous agents (i.e., points or particles) 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." In their paper, Vicsek et al. provide simulation results which demonstrate that the nearest neighbor rule they are studying can cause all agents to eventually move in the same direction despite the absence of centralized coordination and despite the fact that each agent's set of nearest neighbors change with time as the system evolves. This paper provides a theoretical explanation for this observed behavior. In addition, convergence results are derived for several other similarly inspired models. The Vicsek model proves to be a graphic example of a switched linear system which is stable, but for which there does not exist a common quadratic Lyapunov function.

Keywords

Heading (navigation)k-nearest neighbors algorithmComputer scienceLyapunov functionConvergence (economics)Simple (philosophy)Set (abstract data type)Autonomous agentPlane (geometry)Quadratic equationFunction (biology)Multi-agent systemMathematicsArtificial intelligenceControl theory (sociology)EngineeringControl (management)

Affiliated Institutions

Related Publications

Publication Info

Year
2003
Type
article
Volume
48
Issue
6
Pages
988-1001
Citations
8310
Access
Closed

External Links

Social Impact

Social media, news, blog, policy document mentions

Citation Metrics

8310
OpenAlex

Cite This

Ali Jadbabaie, Jie Lin, A. Stephen Morse (2003). Coordination of groups of mobile autonomous agents using nearest neighbor rules. IEEE Transactions on Automatic Control , 48 (6) , 988-1001. https://doi.org/10.1109/tac.2003.812781

Identifiers

DOI
10.1109/tac.2003.812781