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Laser pose estimation and tracking using fuzzy extended information filtering for an autonomous mobile robot

机译:基于模糊扩展信息滤波的自主移动机器人激光姿态估计与跟踪

摘要

This paper presents methodologies and techniques for posture estimation and tracking of an autonomous mobile robot (AMR) using a laser scanner with at least three retro-reflectors. A three-point laser triangulation method is presented to find an initial posture of the robot and then a fuzzy extended information filtering (FEIF) method is used to improve the accuracy of the robot's posture estimation. With the odometric information from the driving wheels, a FEIF-based posture tracking algorithm is proposed to continuously keep trace of the robot's posture at slow speeds. Simulation and experimental results are conducted to show the efficacy and usefulness of the proposed methods.
机译:本文介绍了使用至少具有三个后向反射镜的激光扫描仪对自主移动机器人(AMR)进行姿态估计和跟踪的方法和技术。提出了一种三点激光三角剖分的方法来寻找机器人的初始姿态,然后采用模糊扩展信息滤波(FEIF)方法来提高机器人姿态估计的准确性。利用来自驱动轮的里程信息,提出了一种基于FEIF的姿态跟踪算法,以连续跟踪低速机器人的姿态。仿真和实验结果表明了所提方法的有效性和实用性。

著录项

  • 作者

    Lin H.H.; Tsai C.C.;

  • 作者单位
  • 年度 2014
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  • 原文格式 PDF
  • 正文语种 en_US
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