• DocumentCode
    876360
  • Title

    Digital signal processing for biaxial position measurement with a pyroelectric sensor array

  • Author

    Depari, Alessandro ; Ferrari, Paolo ; Ferrari, Vittorio ; Flammini, Alessandra ; Ghisla, Alessio ; Marioli, Daniele ; Taroni, Andrea

  • Author_Institution
    Dept. of Electron. for Autom., Univ. of Brescia, Italy
  • Volume
    55
  • Issue
    2
  • fYear
    2006
  • fDate
    4/1/2006 12:00:00 AM
  • Firstpage
    501
  • Lastpage
    506
  • Abstract
    This paper proposes a new full digital approach to estimate biaxial position with a pyroelectric sensor array. The previously developed analog interface shows its limits in the calibration procedure, requiring several trimming adjustments. A DSP-based hardware has been developed to experimentally evaluate three digital methods: radial basis function (RBF) neural network, best fitted plane (BFP), and look-up table (LUT) in the least mean square (LMS) error sense. Experimental results show that no dramatic improvements are obtained by the RBF, despite the long training required and the external PC support for weight calculation. The BFP reaches performances comparable to the analog processing system using only nine calibration points, but the best tradeoff has been found with the LUT technique. Actually, with a 64-point calibration set, LUT gives a root mean square error (RMSE) of 0.5% with respect to full scale (FS), offering a valid in-circuit compensation of array structural defects.
  • Keywords
    array signal processing; calibration; displacement measurement; least mean squares methods; position measurement; pyroelectric detectors; radial basis function networks; DSP-based hardware; analog interface; analog processing system; array structural defects; best fitted plane; biaxial position measurement; calibration procedure; digital measurements; digital signal processing; displacement measurement; least mean square error sense; look-up table; pyroelectric sensor array; radial basis function neural network; root mean square error; trimming adjustments; Calibration; Digital signal processing; Least squares approximation; Neural network hardware; Neural networks; Position measurement; Pyroelectricity; Root mean square; Sensor arrays; Table lookup; Digital measurements; displacement measurement; pyroelectric sensor; sensor array; signal processing;
  • fLanguage
    English
  • Journal_Title
    Instrumentation and Measurement, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9456
  • Type

    jour

  • DOI
    10.1109/TIM.2006.864252
  • Filename
    1608594