• DocumentCode
    2893322
  • Title

    Error backpropagation neural calibration and Kalman filter position estimation for touch panels

  • Author

    Lai, Chih-Chang ; Tsai, Ching-Chih ; Lin, Han-Chang

  • Author_Institution
    Dept. of Electr. Eng., Nat. Chung-Hsing Univ., Taichung, Taiwan
  • Volume
    2
  • fYear
    2004
  • fDate
    6-9 Dec. 2004
  • Firstpage
    969
  • Abstract
    This work develops a methodology and technique for calibration and dynamic touching position estimation of touch panels using error backpropagation neural networks (EBPNN) and Kalman filter. A neural-based calibration method is presented to determine the nonlinear mapping relationships of the measured and known touch points, and then calibrate their positions in a real-time manner. In order to obtain position estimation of fast moving points in the drawing mode, a Kalman filtering scheme is proposed to achieve a satisfactory precision.
  • Keywords
    Kalman filters; backpropagation; calibration; digital simulation; filtering theory; neural net architecture; position measurement; remote consoles; touch sensitive screens; Kalman filtering method; digital simulation; dynamic touching position estimation; error backpropagation neural networks; neural based calibration method; nonlinear mapping relationships; touch panels; touch point measurement; Backpropagation; Calibration; Consumer products; Coordinate measuring machines; Displays; Electrical resistance measurement; Filtering; Kalman filters; Neural networks; Position measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2004. Proceedings. The 2004 IEEE Asia-Pacific Conference on
  • Print_ISBN
    0-7803-8660-4
  • Type

    conf

  • DOI
    10.1109/APCCAS.2004.1413042
  • Filename
    1413042