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Influences of the robot group size on cooperative multi-robot localisation-Analysis and experimental validation

机译:机器人组规模对协同多机器人定位的影响-分析和实验验证

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摘要

When looking at unmanned ground vehicles (UGVs), nowadays multi-robot systems are considered an adequate choice for a growing number of tasks. Many problems, which are sufficiently solved for single vehicles, have to be revised when transferred into the multi-robot domain. This paper deals with cooperative position estimation in terms of pure relative localisation, which is based only on mutual observations among the robots. In this case, the localisation is independent of any characteristics of the surrounding environment. Thus, it is an important and interesting question how the number of robots influences the quality of the resulting localisation. After a short description of the underlying localisation approach, the design of the experiments is discussed and justified in detail. Special care is taken to assess possibly influencing parameters and their effects on the collected data. The authors' expectation that more robots should improve the position estimation is motivated. Unfortunately, the experimental results only partially match the expectation. A detailed analysis of the collected data was carried out to provide reasons for this.
机译:在研究无人地面车辆(UGV)时,如今,多机器人系统被认为是应付越来越多任务的适当选择。当转移到多机器人领域时,必须解决许多对于单个车辆已充分解决的问题。本文仅基于机器人之间的相互观察,以纯粹的相对定位来处理协作位置估计。在这种情况下,定位独立于周围环境的任何特征。因此,这是一个重要且有趣的问题,机器人的数量如何影响最终定位的质量。在简要介绍了基本的本地化方法之后,对实验设计进行了讨论并进行了详细说明。要特别注意评估可能影响参数及其对收集数据的影响。作者期望更多的机器人可以改善位置估计。不幸的是,实验结果仅部分符合预期。对收集到的数据进行了详细分析,以提供其原因。

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