• DocumentCode
    1857312
  • Title

    An artificial neural network on a field programmable gate array as a virtual sensor

  • Author

    León, Marco A Arroyo ; Castro, Arnoldo Ruiz ; Ascencio, Raúl R Leal

  • Author_Institution
    Dept. de Electron., Sistemas e Inf., ITESO, Jalisco, Mexico
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    114
  • Lastpage
    117
  • Abstract
    This paper presents a brief description of our achievements and current research on “an artificial neural network on a field programmable gate array as a virtual sensor”. One of the characteristics of many industrial processes is the complex interrelations among the variables of the process. This has lead to the development of “software sensors” (soft-sensors or virtual sensor) where, by means of a computer program, variables are estimated from the information gathered by other measurements. Our proposal is based on a modular design of a neural network on using digital nonlinear activation functions. The design methodology, the size and complexity of the synthesised hardware and the results of the tests in a real world problem are presented together with our conclusions on the viability for its wider use on instrumentation applications
  • Keywords
    VLSI; field programmable gate arrays; hardware description languages; neural chips; sensor fusion; artificial neural network; design methodology; digital nonlinear activation functions; field programmable gate array; industrial processes; instrumentation applications; modular design; virtual sensor; Artificial neural networks; Design methodology; Field programmable gate arrays; Hardware; Network synthesis; Neural networks; Proposals; Sensor arrays; Sensor phenomena and characterization; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Design of Mixed-Mode Integrated Circuits and Applications, 1999. Third International Workshop on
  • Conference_Location
    Puerto Vallarta
  • Print_ISBN
    0-7803-5588-1
  • Type

    conf

  • DOI
    10.1109/MMICA.1999.833612
  • Filename
    833612