Computer Vision Based Object Tracking for Multiple Robot Collaboration

被引:0
|
作者
Chikurtev, Denis [1 ]
Yovchev, Kaloyan [2 ]
机构
[1] Bulgarian Acad Sci, Inst Informat & Commun Technol, Sofia, Bulgaria
[2] Sofia Univ, Fac Math & Informat, Sofia, Bulgaria
关键词
Robotic manipulator; Computer vision; Image processing; Object detection; BACKGROUND SUBTRACTION;
D O I
10.1007/978-3-031-04870-8_55
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this research we will consider the case in which industrial robotic manipulators execute pick and place operations with dynamically moving objects. Objects are considered to move on a conveyor belt of the production line without being precisely positioned on it. This research will investigate how a simple color camera can be used for recognition using computer vision methods for background subtraction. The proposed algorithm detects objects located on the conveyor belt of a production line and plans the grasping process for the multiple manipulating robots. It uses methods such as Mixture of Gaussians, which appear to be suitable for application in industrial environments. The algorithm was experimentally tested in a simulation environment. This leads to a universal approach, which does not require usage of special tools and sensors for the production line. The approach could be applied for each conveyor belt of any industrial production line. The grasp planning can consider a larger number of robots and optimize the sequence of their movements.
引用
收藏
页码:469 / 476
页数:8
相关论文
共 50 条
  • [1] Implementation Of Vision Based Object Tracking Robot
    Hasan, Kazi Mahmud
    Abdullah-Al-Nahid
    Al Mamun, Abdullah
    [J]. 2012 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2012, : 859 - 864
  • [2] Tracking a Moving Object with Mobile Robot Based on Vision
    Lin Rui
    Du Zhijiang
    He Fujun
    Kong Minxiu
    Sun Lining
    [J]. 2008 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-8, 2008, : 716 - 720
  • [3] Moving Object Tracking based on Mobile Robot Vision
    Lin Rui
    Du Zhijiang
    Sun Lining
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS 1-7, CONFERENCE PROCEEDINGS, 2009, : 3625 - 3630
  • [4] Real Time Object Tracking Based on Computer Vision
    Ruzicka, M.
    Masek, P.
    [J]. MECHATRONICS 2013: RECENT TECHNOLOGICAL AND SCIENTIFIC ADVANCES, 2014, : 591 - 598
  • [5] Monocular Vision Based Object Recognition and Tracking for Intelligent Robot
    Gao, Qian
    Zhang, Lilian
    Hu, Xiaoping
    Wang, Xiaofeng
    [J]. INFORMATION TECHNOLOGY AND INTELLIGENT TRANSPORTATION SYSTEMS (ITITS 2017), 2017, 296 : 499 - 508
  • [6] Development of vision-based object tracking fish robot
    Ji, Daxiong
    Rehman, Faizan Ur
    Ajwad, Syed Ali
    Mohsan, Syed Agha Hassnain
    Amjad, Amjad Ali
    Zhou, Shuai
    Sharma, Sanjay
    Sutton, Robert
    [J]. 2022 UKACC 13TH INTERNATIONAL CONFERENCE ON CONTROL (CONTROL), 2022, : 7 - 11
  • [7] The vision tracking to moving object of pedrail robot based on OpenCV
    Wang, Fubin
    Liu, Jie
    Chen, Zhikun
    Liu, Kuo
    Pan, Xiaodi
    [J]. Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2009, 30 (SUPPL.): : 68 - 71
  • [8] Vision-based object tracking method of mobile robot
    Yu, Duo
    Wang, Yaonan
    Mao, Jianxu
    Zheng, Haihua
    Zhou, Xian'en
    [J]. Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2019, 40 (01): : 227 - 235
  • [9] Object Tracking for Grabing Robot Based on Multiple Feature
    Wang, Yifan
    Wang, Fei
    Liang, Chen
    Wu, Wei
    Zhao, Haobo
    Zhang, Yuze
    [J]. 2018 IEEE 8TH ANNUAL INTERNATIONAL CONFERENCE ON CYBER TECHNOLOGY IN AUTOMATION, CONTROL, AND INTELLIGENT SYSTEMS (IEEE-CYBER), 2018, : 1356 - 1359
  • [10] Study on Tracking Technology of the Moving Object based on Computer Vision
    Xu Ranran
    Xu Zhenying
    Li Boquan
    [J]. 5TH INTERNATIONAL SYMPOSIUM ON ADVANCED OPTICAL MANUFACTURING AND TESTING TECHNOLOGIES: SMART STRUCTURES AND MATERIALS IN MANUFACTURING AND TESTING, 2010, 7659