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
  • [1] Simultaneous localization and mapping of mobile robot using a RGB-D camera
    Lin, Junqin
    Han, Baoling
    Ge, Zhuo
    Liang, Guanhao
    Zhao, Jiahang
    [J]. OPTOELECTRONIC IMAGING AND MULTIMEDIA TECHNOLOGY IV, 2016, 10020
  • [2] Onboard dynamic RGB-D simultaneous localization and mapping for mobile robot navigation
    Canovas, Bruce
    Negre, Amaury
    Rombaut, Michele
    [J]. ETRI JOURNAL, 2021, 43 (04) : 617 - 629
  • [3] Autonomous Exploration for 3D Mapping Using a Mobile Manipulator Robot with an RGB-D Camera
    Uomi, Ryota
    Yorozu, Ayanori
    Ohya, Akihisa
    [J]. INTELLIGENT AUTONOMOUS SYSTEMS 17, IAS-17, 2023, 577 : 441 - 454
  • [4] ROS based Autonomous Mobile Robot Navigation using 2D LiDAR and RGB-D Camera
    Gatesichapakorn, Sukkpranhachai
    Takamatsu, Jun
    Ruchanurucks, Miti
    [J]. 2019 FIRST INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION, CONTROL, ARTIFICIAL INTELLIGENCE, AND ROBOTICS (ICA-SYMP 2019), 2019, : 151 - 154
  • [5] Smart Robot Navigation Using RGB-D Camera
    Kebir, S. Tchoketch
    Kheddar, H.
    Maazouz, M.
    Mekaoui, S.
    Ferrah, A.
    Mazari, R.
    [J]. PROCEEDINGS OF THE 2018 INTERNATIONAL CONFERENCE ON APPLIED SMART SYSTEMS (ICASS), 2018,
  • [6] Mobil robot localization using RGB-D camera
    Somlyai, Laszlo
    [J]. IEEE 9TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL CYBERNETICS (ICCC 2013), 2013, : 131 - 136
  • [7] Accurate Pouring with an Autonomous Robot Using an RGB-D Camera
    Do, Chau
    Burgard, Wolfram
    [J]. INTELLIGENT AUTONOMOUS SYSTEMS 15, IAS-15, 2019, 867 : 210 - 221
  • [8] Autonomous navigation method based on RGB-D camera for a crop phenotyping robot
    Yang, Meng
    Huang, Chenglong
    Li, Zhengda
    Shao, Yang
    Yuan, Jinzhan
    Yang, Wanneng
    Song, Peng
    [J]. JOURNAL OF FIELD ROBOTICS, 2024,
  • [9] A Survey of the Simultaneous Localization and Mapping (Slam) Based on Rgb-D Camera
    Zhang, Zhifan
    Liu, Mengna
    Diao, Chen
    Chen, Shengyong
    [J]. 2019 2ND INTERNATIONAL CONFERENCE ON MECHANICAL, ELECTRONIC AND ENGINEERING TECHNOLOGY (MEET 2019), 2019, : 48 - 58
  • [10] Obstacle Avoidance for Mobile Robot using RGB-D Camera
    Thapa, Vikas
    Capoor, Shiv
    Sharma, Paawan
    Mondal, Amit Kumar
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SUSTAINABLE SYSTEMS (ICISS 2017), 2017, : 1082 - 1087