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Decentralized simultaneous localization and mapping for multiple aerial vehicles using range-only sensors

机译:使用仅测距传感器对多个飞行器进行分散式同时定位和制图

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This paper presents an approach for decentralized range-only simultaneous localization and mapping (RO-SLAM) of a network of aerial vehicles and a set of static range-only sensors deployed in the environment. The paper makes use of a multi-hypothesis framework developed by the authors [1] in order to deal with the multiple hypotheses that are present in the early stages of the undelayed RO-SLAM, this paper extends the approach to consider the integration of landmark estimations provided by other aerial vehicles nearby the robot. The method will enable a significant reduction in the convergence time needed to remove wrong localization hypotheses for every range-only landmark and, as a results, a map with improved accuracy. The proposed approach is validated first in simulations and later on with real experiments involving real range-only sensors and two unmanned aerial vehicles.
机译:本文提出了一种用于飞行器网络和在环境中部署的一组静态的仅测距传感器的分散式仅测距同时定位和地图绘制(RO-SLAM)的方法。本文利用由作者[1]开发的多重假设框架来处理在无延迟RO-SLAM早期阶段存在的多种假设,本文扩展了考虑地标整合的方法机器人附近的其他飞行器提供的估算值。该方法将显着减少为每个仅范围的界标消除错误的定位假设所需的收敛时间,从而可以提高精度的地图。首先在仿真中验证了提出的方法,然后在涉及真正的仅航程传感器和两架无人飞行器的实际实验中进行了验证。

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