Low-cost Sonar Navigation System

Tiziano Guadagnino, Bartolomeo Della Corte, G. Grisetti
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Abstract

In this paper, we present a sonar-based navigation system, designed to deploy a fleet of autonomous mobile platforms at a reasonable cost. In educational and hobbyist contexts, a large number of robots is required. By means of classical navigation approaches, every robot should be provided with accurate vision or range sensors. This limits the maximum number of robots in the fleet, due to the unaffordable cost of these sensors. In contrast to that, our system requires a single platform equipped with a higher quality sensor, used to perform calibration and mapping tasks. The rest of the fleet, able to localize and navigate, is equipped solely with low-cost sonars, providing a notable reduction in the overall cost. We achieve this task by presenting a novel calibration procedure to estimate the sonars extrinsic and adapting a classical monte-carlo localization algorithm to the sonar model, focusing on efficiency. We release an open source implementation of the system to the community.
低成本声纳导航系统
在本文中,我们提出了一种基于声纳的导航系统,旨在以合理的成本部署一队自主移动平台。在教育和爱好者的环境中,需要大量的机器人。通过传统的导航方法,每个机器人都应该配备精确的视觉或距离传感器。由于这些传感器的成本难以承受,这限制了车队中机器人的最大数量。相比之下,我们的系统需要一个配备高质量传感器的单一平台,用于执行校准和绘图任务。船队的其余部分能够定位和导航,仅配备低成本声纳,从而显著降低了总成本。为了实现这一目标,我们提出了一种新的校准方法来估计声纳的外在特征,并将经典的蒙特卡罗定位算法应用于声纳模型,注重效率。我们向社区发布了该系统的开源实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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