• DocumentCode
    3313771
  • Title

    Real-time moving object recognition and tracking using computation offloading

  • Author

    Nimmagadda, Yamini ; Kumar, Karthik ; Lu, Yung-Hsiang ; Lee, C. S George

  • Author_Institution
    Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN, USA
  • fYear
    2010
  • fDate
    18-22 Oct. 2010
  • Firstpage
    2449
  • Lastpage
    2455
  • Abstract
    Mobile robots are widely used for computation-intensive tasks such as surveillance, moving object recognition and tracking. Existing studies perform the computation entirely on robot processors or on dedicated servers. The robot processors are limited by their computation capability; real-time performance may not be achieved. Even though servers can perform tasks faster, the communication time between robots and servers is affected by variations in wireless bandwidths. In this paper, we present a system for realtime moving object recognition and tracking using computation offloading. Offloading migrates computation to servers to reduce the computation time on the robots. However, the migration consumes additional time, referred as communication time in this paper. The communication time is dependent on data size exchanged and the available wireless bandwidth. We estimate the computation and communication needed for the tasks and choose to execute them on robot processors or servers to minimize the total execution time, in order to satisfy real-time constraints.
  • Keywords
    image motion analysis; mobile robots; object recognition; object tracking; computation offloading; mobile robot; object tracking; real-time moving object recognition; robot processor; wireless bandwidth; computation offloading; mobile robots; moving object recognition; surveillance and tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
  • Conference_Location
    Taipei
  • ISSN
    2153-0858
  • Print_ISBN
    978-1-4244-6674-0
  • Type

    conf

  • DOI
    10.1109/IROS.2010.5650303
  • Filename
    5650303