• DocumentCode
    2834345
  • Title

    A Real-Time Fine Tracking Controller Based on CMAC and Kalman Filter for PAT System

  • Author

    Huang Haibo ; Zhang Gaoyu ; Chen Jing

  • Author_Institution
    Sch. of Electr. & Inf. Eng., Hubei Univ. of Automotive Technol., Shiyan, China
  • fYear
    2009
  • fDate
    19-20 Dec. 2009
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In order to track with the beacon real time and high precisely for fine tracking system in free space optical communication, a novel control algorithm is presented in the paper. The kalman filter is used to predict the bean´s feature, and multi-resolution correlative matching operation and fast searching method are adopted to search the beacon´s center. The PED controller is used to realize the feedback control, and the CMAC neural network learns the output of PID controller and achieve at the feed-forward controller. All of these methods are realized in FPGA chip and DSP chip. Experiment result shows that the fine tracking system with the algorithm in this paper shows much better performance than that of traditional PED algorithm.
  • Keywords
    Kalman filters; cerebellar model arithmetic computers; feedback; feedforward; optical communication; optical links; three-term control; tracking; CMAC neural network; DSP chip; FPGA chip; Kalman filter; PAT system; PID controller; fast searching method; feedback control; feedforward controller; fine tracking system; free space optical communication; multiresolution correlative matching operation; real-time fine tracking controller; Communication system control; Control systems; Feedback control; Feedforward neural networks; Feedforward systems; Neural networks; Optical control; Optical fiber communication; Real time systems; Three-term control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Engineering and Computer Science, 2009. ICIECS 2009. International Conference on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-1-4244-4994-1
  • Type

    conf

  • DOI
    10.1109/ICIECS.2009.5364329
  • Filename
    5364329