Forming repeating patterns of mobile robots: A provably correct decentralized algorithm

Yang Song, J. O’Kane
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引用次数: 7

Abstract

We describe a new decentralized algorithm for multi-robot systems to form arbitrary repeated lattice patterns. Prior work showed how to represent a desired pattern using a directed graph in which each edge is labeled with a rigid body transformation, and proposed an algorithm that accepts this graph as input and computes destinations for each robot using only local information. In this paper, we improve upon that result by describing a new algorithm, substantially different both in message passing procedure and in movement strategy, to resolve several limitations of the existing algorithm. We prove that, by executing this algorithm, the robots will form the desired lattice pattern in a bounded amount of time. We further show that, if the robots' communication graph is connected at the start of the algorithm, it will remain connected throughout the algorithm's execution. Using a simulation, we demonstrate that this algorithm works correctly for systems with dozens of autonomous robots to form various lattice patterns. Moreover, the experiments show a significant improvement in solution quality for our new algorithm compared to the previous approach.
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形成移动机器人的重复模式:一个可证明正确的分散算法
我们描述了一种新的分散算法,用于多机器人系统形成任意重复的格子图案。先前的工作展示了如何使用有向图来表示期望的模式,其中每个边都用刚体变换标记,并提出了一种算法,该算法接受该图作为输入,并仅使用局部信息计算每个机器人的目的地。在本文中,我们通过描述一种新的算法来改进这一结果,该算法在消息传递过程和移动策略上都有很大的不同,以解决现有算法的几个局限性。我们证明,通过执行该算法,机器人将在有限的时间内形成所需的点阵图案。我们进一步证明,如果机器人的通信图在算法开始时是连通的,那么它将在整个算法执行过程中保持连接。通过仿真,我们证明该算法适用于具有数十个自主机器人的系统,以形成各种格子图案。此外,实验表明,与之前的方法相比,我们的新算法在解质量上有显著提高。
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