论文标题

关于机器人群策略的共同目标区域的吞吐量 - 扩展版本

On the throughput of the common target area for robotic swarm strategies -- extended version

论文作者

Passos, Yuri Tavares dos, Duquesne, Xavier, Marcolino, Leandro Soriano

论文摘要

当许多机器人同时尝试到达同一区域时,机器人群可能会遇到交通拥堵。为了有效地解决该该机器人,必须执行分散的流量控制算法。在这项工作中,我们提出了一种评估公共目标区域的访问效率作为群体中的机器人数量的措施:共同的目标区域吞吐量。我们在这里还采用了目标区域渐近吞吐量(即,随着时间的时间趋于无限,目标区域的吞吐量有限 - 因为随着机器人的数量的增长,它总是有限的,与趋向于无穷大的机器人数量的关系到达的关系时间相反。使用此度量,我们可以分析比较不同算法的有效性。特别是,我们提出并正式评估三种不同的理论策略,以进入圆形目标区域:(i)向目标区域形成平行队列,(ii)通过通往目标的走廊形成六角形填料,(iii)(iii)使多弯曲的轨迹朝目标区域的边界制造多弯曲轨迹。我们计算固定时间的吞吐量和这些策略的渐近吞吐量。此外,我们通过模拟证实了这些结果,表明当策略具有较高的吞吐量时,其每次机器人数量的到达时间较低。因此,我们得出的结论是,即使我们没有封闭的渐近方程,使用吞吐量非常适合比较机器人群中常见目标区域的拥堵算法。

A robotic swarm may encounter traffic congestion when many robots simultaneously attempt to reach the same area. For solving that efficiently, robots must execute decentralised traffic control algorithms. In this work, we propose a measure for evaluating the access efficiency of a common target area as the number of robots in the swarm rises: the common target area throughput. We also employ here the target area asymptotic throughput -- that is, the throughput of a target region with a limited area as the time tends to infinity -- because it is always finite as the number of robots grows, opposed to the relation arrival time at the target per number of robots that tends to infinity. Using this measure, we can analytically compare the effectiveness of different algorithms. In particular, we propose and formally evaluate three different theoretical strategies for getting to a circular target area: (i) forming parallel queues towards the target area, (ii) forming a hexagonal packing through a corridor going to the target, and (iii) making multiple curved trajectories towards the boundary of the target area. We calculate the throughput for a fixed time and the asymptotic throughput for these strategies. Additionally, we corroborate these results by simulations, showing that when a strategy has higher throughput, its arrival time per number of robots is lower. Thus, we conclude that using throughput is well suited for comparing congestion algorithms for a common target area in robotic swarms even if we do not have their closed asymptotic equation.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源