2D激光雷达移动机器人slam系统研究
DOI:
CSTR:
作者:
作者单位:

昆明理工大学信息工程与自动化学院 云南昆明650500

作者简介:

通讯作者:

中图分类号:

TP242.3

基金项目:


Research on SLAM system of 2D lidar mobile robots
Author:
Affiliation:

Faculty of Information Engineering and Automation,kunming University of Science and Technology,Kunming 650500,China

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    本文针对对传统RBPF-SLAM算法构建地图存在重影,粒子出现衰退等问题,设计了阈值重采样函数进行优化采用。并使用移动机器人实验平台,该移动机器人SLAM建图采用Arduino作为核心控制器,采用的是2D激光雷达传感器作为外部环境探测器。采集到的信号经过Arduino处理,通过wifi传递给ROS操作系统,通过上位机处理,构建环境地图。在ROS机器人操作系统下通过移动机器人测试平台在两个不同环境下进行地图构建,比较算法优化前后的构图效果来比较两种算法的性能。本文对其中一种实验环境进行测量,通过比较两种算法构建地图的尺度精度,对优化前后的算法性能量化。通过直观建图效果和建图精度两种方法论证,结果表明优化算法建图效果更好,建图误差从0.459%降到0.299%,该优化算法实验结果与理论推导一致。

    Abstract:

    Arduino is used as the core controller and 2D lidar sensor is used as the external environment detector in the construction of mobile robot SLAM.The collected signal is processed by Arduino and transmitted to ROS operating system through WiFi. The environment map is constructed through processing by the upper computer.The traditional RBPF-SLAM algorithm was optimized, and the map was constructed by the mobile robot test platform under the ROS robot operating system in two different environments. The composition effects before and after the algorithm optimization were compared to compare the performance of the two algorithms.In this paper, one of the experimental environments was measured. By comparing the scale accuracy of the map constructed by the two algorithms, the performance of the algorithm before and after optimization was quantified.It can be seen that the optimized algorithm has better effect of 2D plane map construction through the demonstration of two methods of visual map construction effect and map construction accuracy.

    参考文献
    相似文献
    引证文献
引用本文

何佳泽,张寿明.2D激光雷达移动机器人slam系统研究[J].电子测量技术,2021,44(4):35-39

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2024-11-25
  • 出版日期:
文章二维码
×
《电子测量技术》
财务封账不开票通知