机器人群体中的动态任务分配

J. McLurkin, Daniel Yamins
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引用次数: 103

摘要

一大群机器人通常会被分成几个子组,每个子组执行不同的任务。本文提出了四种分布式算法,用于将同质机器人群分配到子群中以满足指定的全局任务分布。随机选择算法随机选择任务,但在恒定时间内运行。算法Extreme-Comm在每个机器人上编译所有机器人的完整清单,运行速度很快,但使用了大量的通信。CardDealer的算法将任务按顺序分配给各个机器人,使用最少的通信,但却花费了大量的时间。TreeRecolor算法是Extreme-Comm和Card-Dealer之间的折衷,平衡了通信使用和运行时间。这三种确定性算法驱动系统以较高的精度实现期望的子任务分配。我们在一组25个iRobot群集机器人上实现了这些算法,并收集和分析了性能数据。
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Dynamic Task Assignment in Robot Swarms
A large group of robots will often be partitioned into subgroups, each subgroup performing a different task. This paper presents four distributed algorithms for assigning swarms of homogenous robots to subgroups to meet a specified global task distribution. Algorithm Random-Choice selects tasks randomly, but runs in constant time. Algorithm Extreme-Comm compiles a complete inventory of all the robots on every robot, runs quickly, but uses a great deal of communication. The CardDealer’s algorithm assigns tasks to individual robots sequentially, using minimal communications but a great deal of time. The TreeRecolor algorithm is a compromise between Extreme-Comm and Card-Dealer’s, balancing communications use and running time. The three deterministic algorithms drive the system towards the desired assignment of subtasks with high accuracy. We implement the algorithms on a group of 25 iRobot SwarmBots, and collect and analyze performance data.
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