Simultaneous localization and mapping using an RGB-D camera for autonomous mobile robot navigation

被引:2
|
作者
Macias, Luis Rodolfo [1 ]
Orozco-Rosas, Ulises [1 ]
Picos, Kenia [1 ]
机构
[1] CETYS Univ, Ctr Innovac & Diseno CEID, Ave CETYS Univ 4, Tijuana 22210, Baja California, Mexico
关键词
simultaneous localization and mapping; robot operating system; mobile robot; autonomous navigation; adaptive Monte Carlo localization; LARGE-SCALE;
D O I
10.1117/12.2594033
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
This paper presents the implementation of a simultaneous localization and mapping (SLAM) algorithm for autonomous mobile robot navigation. The proposed implementation uses an RGB-D camera to detect the environment and map an occupancy grid that allows the mobile robot to perform autonomous navigation through the environment. The implementation employs the Robot Operating System (ROS) and the Adaptive Monte Carlo Localization to estimate the mobile robot's current position in the environment with the data retrieved from the RGB-D camera and the odometry data. The mobile robot performs autonomous navigation considering if the robot can safely navigate while avoiding obstacles. Experimental results are presented to validate the implementation.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] Real-time Visual Odometry for Autonomous MAV Navigation using RGB-D Camera
    Wang, Jiefei
    Garratt, Matthew
    Anavatti, Sreenatha
    Lin, Shanggang
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2015, : 1353 - 1358
  • [32] Sparse Direct Robot Localization Method Based on RGB-D Camera
    Hou, Rongbo
    Wei, Wu
    Yao, Yeboah
    Huang, Ting
    [J]. PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL, CONTROL AND AUTOMATION ENGINEERING (ECAE 2017), 2017, 140 : 178 - 186
  • [33] Automatic Object Searching by a Mobile Robot with Single RGB-D Camera
    Shim, Vui Ann
    Yuan, Miaolong
    Tan, Boon Hwa
    [J]. 2017 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA ASC 2017), 2017, : 56 - 62
  • [34] Kinematic Calibration of Robot Manipulator using RGB-D Camera
    Jang, Won Bo
    Lee, Junyoung
    Park, Sang Hyun
    Chung, Seong Youb
    Jin, Maolin
    Hwang, Myun Joong
    [J]. Journal of Institute of Control, Robotics and Systems, 2023, 29 (03): : 264 - 271
  • [35] Mobile Robot Simultaneous Localization and Mapping Based on a Monocular Camera
    Jia, Songmin
    Wang, Ke
    Li, Xiuzhi
    [J]. JOURNAL OF ROBOTICS, 2016, 2016
  • [36] A Robust and Accurate Simultaneous Localization and Mapping System for RGB-D Cameras
    Wang, Huayou
    Hu, Yanmig
    Yang, Liying
    He, Yuqing
    [J]. 2018 8TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST 2018), 2018, : 458 - 465
  • [37] Semantic Mapping for Smart Wheelchairs Using RGB-D Camera
    Wei, Zhixuan
    Chen, Weidong
    Wang, Jingchuan
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2013, 3 (01) : 94 - 100
  • [38] Embedded Human-Following Mobile-Robot with an RGB-D camera
    Minh-Quoc Do
    Lin, Chang-Hong
    [J]. 2015 14TH IAPR INTERNATIONAL CONFERENCE ON MACHINE VISION APPLICATIONS (MVA), 2015, : 555 - 558
  • [39] Salient Semantic Segmentation Based on RGB-D Camera for Robot Semantic Mapping
    Hu, Lihe
    Zhang, Yi
    Wang, Yang
    Yang, Huan
    Tan, Shuyi
    [J]. APPLIED SCIENCES-BASEL, 2023, 13 (06):
  • [40] RGB-D Camera and 2D Laser Integration for Robot Navigation in Dynamic Environments
    Lara-Guzman, Orlando
    Serrano, Sergio A.
    Carrillo-Lopez, David
    Enrique Sucar, L.
    [J]. ADVANCES IN SOFT COMPUTING, MICAI 2019, 2019, 11835 : 661 - 674