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Modeling and Analysis of Beaconless and Beacon-Based Policies for a Swarm-Intelligent Inspection System

机译:群智能检查系统无信标和基于信标的策略建模与分析

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摘要

We are developing a swarm-intelligent inspection system based on a swarm of autonomous, miniature robots, using only on-board, local sensors. To estimate intrinsic advantages and limitations of the proposed possible distributed control solution, we capture the dynamic of the system at a higher abstraction level using non-spatial probabilistic microscopic and macroscopic models. In a previous publication, we showed that we are able to predict quantitatively the performances of the swarm of robots for a given metric and a beaconless policy. In this paper, after briefly reviewing our modeling methodology, we explore the effect of adding an additional state to the individual robot controller, which allow robots to serve as a beacon for teammates and therefore bias their inspection routes. Results show that this additional complexity helps the swarm of robots to be more efficient in terms of energy consumption but not necessarily in terms of time required to complete the inspection. We also demonstrate that a beacon-based policy introduces a strong coupling among the behavior of robots, coupling which in turn results in nonlinearities at the macroscopic model level.
机译:我们正在开发基于一群小型微型机器人的智能情报检查系统,仅使用机载本地传感器。为了估计所提议的分布式控制解决方案的固有优势和局限性,我们使用非空间概率微观和宏观模型在更高的抽象级别上捕获了系统的动态。在以前的出版物中,我们证明了对于给定的指标和无信标策略,我们能够定量地预测机器人群的性能。在本文中,在简要回顾了我们的建模方法之后,我们探索了向单个机器人控制器添加附加状态的效果,该状态使机器人可以充当队友的信标,从而偏离了他们的检查路线。结果表明,这种额外的复杂性有助于在能量消耗方面提高机器人群的效率,但在完成检查所需的时间方面却不一定。我们还证明了基于信标的策略在机器人的行为之间引入了强大的耦合,这种耦合进而导致宏观模型级别的非线性。

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