Interaction and Topology in Distributed Multi - Agent Coordination

نویسنده

  • Ryan K. Williams
چکیده

Interconnected systems have become the recent focus of intense investigation, particularly in the context of autonomous coordination, yielding fundamental advantages in adaptability, scalability, and efficiency compared to single-agent solutions. In this thesis, we investigate the topological assumptions that underly distributed multi-agent coordination, i.e., those properties defining interaction between agents in a network. We focus specifically on the properties of network connectivity and graph rigidity, which exhibit strong influence on fundamental multi-agent behaviors, e.g., joint decision-making, cooperative estimation, formation control, and relative localization. These bases of coordination contribute to the construction of increasingly complex multi-agent systems, and in harnessing the underlying threads of topology, there is hope in solving the future challenges of coordination in a world of robotic ubiquity. Thus, this thesis aims to strike distributed autonomy at its core, by treating assumptions which render theoretical treatments feasible, but which leave implementation relegated to the laboratory. Motivated by a case study that illustrates the topological assumptions necessary to solve the probabilistic mapping and tracking problem, we extend the state of the art in mobility control by regulating topology through preemptive mobility, discriminating link addition and deletion to shape spatial interaction under topological constraints. Adopting realistic models of proximity-limited coordination,

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تاریخ انتشار 2014