• DocumentCode
    1734097
  • Title

    Virtual Realization of Temperature Measurement of PRTD Based on Radial Basis Function Neural Network

  • Author

    Changhao, Xia ; Yong, Liu

  • Author_Institution
    China Three Gorges Univ., Yichang
  • fYear
    2007
  • Abstract
    The problem of estimating the sensor´s input-output characteristic is being increasingly tackled using software techniques. Artificial neural network (ANN) method is a useful curve-fitting method. A model of PRTD (platinum resistance-temperature device) using radial basis function (RBF) neural network is presented. After the successful training of ANN using scale division data, it is then used as a neural estimator to calculate the temperature from resistance. Suitable spread parameter of the model is determined as 0.3-1.0. The absolute error is 0degC for data in specimen and 0.03~0.06degC out of specimen. The results indicate that model presented is simple in algorithm, accurate and steady. Software and hardware composition of VI system and virtual realization process of temperature measurement based on joint programming of LabVIEW and MATLAB including front panel and block diagram are given. Running results indicate that virtual realization method integrating ANN and VI is easy and inexpensive and can be used in other application fields for reference.
  • Keywords
    curve fitting; mathematics computing; radial basis function networks; temperature measurement; virtual instrumentation; LabVIEW; MATLAB; PRTD; artificial neural network; curve fitting; platinum resistance-temperature device; radial basis function neural network; software techniques; temperature measurement; virtual realization; Artificial neural networks; Electrical resistance measurement; Instruments; MATLAB; Mathematical model; Radial basis function networks; Resistors; Temperature measurement; Testing; Thermal resistance; LabVIEW; MATLAB; RBF; neural network; thermal resistor; virtual instrument;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electronic Measurement and Instruments, 2007. ICEMI '07. 8th International Conference on
  • Conference_Location
    Xi´an
  • Print_ISBN
    978-1-4244-1136-8
  • Electronic_ISBN
    978-1-4244-1136-8
  • Type

    conf

  • DOI
    10.1109/ICEMI.2007.4351094
  • Filename
    4351094