Laser Scan Matching in Robot Navigation

N. Kumar, Z. Vámossy
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引用次数: 4

Abstract

In this study, Laser scan matching is implemented for simultaneous localization and mapping in robot navigation. Two algorithms are presented to accomplish the laser scan matching using normal distribution transform. Firstly, an algorithm is proposed to collect and store the laser scan data obtained from the robot scan. The second algorithm is to perform scan matching and map building. Using the data of good scan matches, a neural network is trained and tested. The experimental work is carried out on the Turtlebot robot model in Gazebo simulator using MATLAB software.
机器人导航中的激光扫描匹配
在本研究中,激光扫描匹配实现了机器人导航中的同时定位和映射。提出了两种利用正态分布变换实现激光扫描匹配的算法。首先,提出了一种机器人扫描激光扫描数据的采集和存储算法。第二种算法是进行扫描匹配和地图构建。利用良好的扫描匹配数据,对神经网络进行训练和测试。利用MATLAB软件在Gazebo模拟器上对Turtlebot机器人模型进行了实验研究。
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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