• DocumentCode
    1747225
  • Title

    PLD implementation of neural network for industrial gas discrimination system

  • Author

    Jang, U. Ttum ; Chung, Wan Young

  • Author_Institution
    Dept. of Internet Eng., Dongseo Univ., Pusan, South Korea
  • Volume
    1
  • fYear
    2001
  • fDate
    2001
  • Firstpage
    454
  • Abstract
    A primitive gas recognition system which can discriminate limited species of industrial gas was designed and simulated. The `electronic nose´ consists of an array of 4 metal oxide gas sensors with different selectivity patterns, signal collecting unit and a signal pattern recognition and decision part in PLD (programmable logic device) chip. The sensor array consists of four commercial, tin oxide based, semiconductor type gas sensors. BP (back propagation) neural networks with multilayer perceptron structure was designed and implemented on CPLD of fifty thousand gate level chip by VHDL language for processing the input signals from 4 gas sensors and qualification of industrial gases in air. The network contained four input units, one hidden layer with 4 neurons and output with 4 regular neurons. The `electronic nose´ system successfully discriminated between 4 kinds of industrial gases in computer simulation
  • Keywords
    backpropagation; computerised instrumentation; gas sensors; multilayer perceptrons; neural chips; pattern recognition; programmable logic devices; PLD implementation; VHDL language; back propagation neural networks; computer simulation; electronic nose; fifty thousand gate level chip; gas sensors; hidden layer; industrial gas discrimination system; industrial gases; input signals; input units; metal oxide gas sensors; multilayer perceptron structure; neural network; primitive gas recognition system; programmable logic device chip; selectivity patterns; signal collecting unit; signal pattern recognition; tin oxide based gas sensors; Electronic noses; Gas detectors; Gas industry; Gases; Neural networks; Neurons; Pattern recognition; Programmable logic arrays; Programmable logic devices; Sensor arrays;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics, 2001. Proceedings. ISIE 2001. IEEE International Symposium on
  • Conference_Location
    Pusan
  • Print_ISBN
    0-7803-7090-2
  • Type

    conf

  • DOI
    10.1109/ISIE.2001.931833
  • Filename
    931833