多机器人重复区域覆盖:不同视距下的性能优化

Pooyan Fazli, Alireza Davoodi, Alan K. Mackworth
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引用次数: 7

摘要

我们解决的问题,重复覆盖的目标区域,任何多边形形状,由一队机器人具有有限的视觉范围。针对该问题,介绍了三种分布式聚类算法和一种循环覆盖方法。目的是评估重复覆盖算法在机器人视觉范围变化影响下的性能。考虑了一套综合的性能指标,包括机器人移动的距离、目标区域访问点的频率以及机器人之间工作负载分配的平衡程度。循环覆盖方法作为比较算法的基准,在某些标准下对单个机器人情况产生最优或近最优解。结果表明,最优重复覆盖算法的一致性取决于度量和机器人的视觉距离。
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Multi-Robot Repeated Area Coverage: Performance Optimization Under Various Visual Ranges
We address the problem of repeated coverage of a target area, of any polygonal shape, by a team of robots having a limited visual range. Three distributed Cluster-based algorithms, and a method called Cyclic Coverage are introduced for the problem. The goal is to evaluate the performance of the repeated coverage algorithms under the effect of changes in the robots' visual range. A comprehensive set of performance metrics are considered, including the distance the robots travel, the frequency of visiting points in the target area, and the degree of balance in workload distribution among the robots. The Cyclic Coverage approach, used as a benchmark to compare the algorithms, produces optimal or near-optimal solutions for the single robot case under some criteria. The results show that the identity of the optimal repeated coverage algorithm depends on the metric and the robots' visual range.
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