有限感知范围移动机器人代理部署的分布式计算算法

Jing Wang, Christopher I. Smith
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引用次数: 0

摘要

在本文中,作者提出了一种分布式计算算法,用于在凸区域中部署一组移动机器人代理。每个代理都可以看作是一个嵌入式系统,有自己的传感器和执行器。在智能体感知能力有限的假设下,设计分布式计算算法,使智能体覆盖凸区域,使每个成员的个体区域,即它们周围的空间得到优化。每个智能体必须适应其运动约束,并且只能根据所装备传感器的范围在局部交换信息。该算法利用Voronoi分区创建单独的子区域,并将每个成员指向子区域的质心。Voronoi分区随着算法的每次迭代而更新。仿真结果验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Distributed Computing Algorithm for Deployment of Mobile Robotic Agents with Limited Sensing Ranges
In this paper, the authors present a distributed computing algorithm for an application of deploying a group of mobile robotic agents in a convex region. Each agent can be treated as an embedded system with its own sensors and actuators. Under the assumption that agents have limited sensing capabilities, the distributed computing algorithm is designed to make agents cover the convex region so that each member's individual region, the space around them, is optimized. Each agent must accommodate its kinematic constraints and can only exchange information locally based on the range of the sensors equipped. The proposed algorithm utilizes Voronoi partitions to create individual subregions and directs each member toward the centroid of their subregion. The Voronoi partitions are updated with each iteration of the algorithm. Simulation results are provided to validate the proposed algorithm.
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