Navigation with uncertain position estimation in the RAM-1 mobile robot

V Muñoz , J.L Martínez , A Ollero
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引用次数: 0

Abstract

This paper studies the uncertainty in mobile robot navigation. The paper presents a model to propagate the uncertanty in position and orientation when tracking a given path. The model assumes normal distribution with zero means and a covariance matrix which can be computed recursively using the kinematics. The paper also presents the application to the mobile robot RAM-1 designed and built for navigation in outdoor and indoor industrial environments. The proposed method can be used in the navigation system to know the position uncertainty before the vehicles executes a given path. Furthermore, the method is also useful to plan the execution of computationally intensive vision and other external perception functions which are required to avoid the uncertainty growing during navigation.

RAM-1移动机器人的不确定位置估计导航
研究了移动机器人导航中的不确定性问题。本文提出了一种跟踪给定路径时位置和方向不确定性的传播模型。该模型采用均值为零的正态分布和一个可通过运动学递归计算的协方差矩阵。本文还介绍了在室外和室内工业环境中为导航而设计和制造的移动机器人RAM-1的应用。该方法可用于导航系统,在车辆执行给定路径之前了解位置的不确定性。此外,该方法还可用于规划计算密集型视觉和其他外部感知函数的执行,以避免导航过程中不确定性的增长。
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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