An Improved Scan Matching Method Based on Laser Reflection Intensity

Guojing Wu, Jingchuan Wang, Hesheng Wang, Le Xie, Peng Li
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Abstract

High-precision localization performance of mobile robots in featureless environments plays an important role in the field of navigation. This paper describes an effective localization solution using a landmark whose surface is covered with two different materials resulting in different laser reflection intensities. Based on the landmark, a feature extraction algorithm is proposed and an improved scan matching method for mobile robot localization in featureless environments is described. Unlike traditional scan matching methods which only use geometric features, the proposed method mixes geometric information extracted from environment and laser reflection intensity extracted from the landmark to achieve accurate pose estimation. Experiments show that our method has higher precision than previous methods.
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一种基于激光反射强度的改进扫描匹配方法
移动机器人在无特征环境下的高精度定位性能在导航领域具有重要意义。本文描述了一种有效的定位解决方案,利用地标的表面覆盖两种不同的材料,导致不同的激光反射强度。在此基础上,提出了一种特征提取算法,并提出了一种改进的无特征环境下移动机器人定位的扫描匹配方法。与传统的扫描匹配方法仅使用几何特征不同,该方法将从环境中提取的几何信息与从地标中提取的激光反射强度相结合,实现了精确的姿态估计。实验表明,该方法具有较高的精度。
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