基于移动机器人群的区域覆盖分散趋化控制律设计

Adam Schroeder, Manish Kumar
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引用次数: 7

摘要

机器人协作操作的控制律设计,即单个任务需要在可用的代理之间分配,对系统的整体性能至关重要。自然界中这类系统的一些生物学例子,如蚁群,使用趋化或化学信息素驱动的机制来控制每个个体的行为。本文利用一组反应扩散方程形成分散控制律,从而产生紧急区域覆盖行为。研究了影响化学信息素的环境机制——信息素扩散和蒸发的影响,并对所产生的面积覆盖性能进行了量化。同样,研究了在控制律中加入噪声对区域覆盖性能的影响。这项工作的贡献是显示这些参数如何影响区域覆盖性能。结果表明,在穷尽覆盖给定区域时,噪声的大小是影响算法性能的最关键因素。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design of decentralized chemotactic control law for area coverage using swarm of mobile robots
Design of control laws for robots operating cooperatively, whereby individual tasks need to be allocated among available agents, is critical to the overall performance of the system. Some biological examples of this type of system in nature, such as ant colonies, use chemotactic, or chemical pheromone-driven, mechanisms to control the behavior of each individual agent. This work uses a set of reaction-diffusion equations to form a decentralized control law which results in emergent area coverage behavior. The influence of pheromone diffusion and evaporation, which are environmental mechanisms affecting the chemical pheromone, is studied and the resulting area coverage performance is quantified. Likewise, the impact on area coverage performance due to the addition of noise to the control law is studied. The contribution of this work is to show how these parameters affect area coverage performance. Results show that the magnitude of noise added is the most critical component affecting the performance of the algorithm in exhaustively covering the given area.
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