• DocumentCode
    179121
  • Title

    Application Research on Gas Detection with Artificial Olfactory System

  • Author

    Li Jing ; Shi Yingchun ; Chang Wenhui ; Bo Xufang

  • Author_Institution
    Yanching Inst. of Technol., Langfang, China
  • fYear
    2014
  • fDate
    15-16 June 2014
  • Firstpage
    234
  • Lastpage
    237
  • Abstract
    By study and simulation on the theoretic model and principle of electronic nose system in artificial olfactory system, this paper proposes an electronic nose system which combines gas sensor array and artificial neural network recognition algorithm. In order to testify systematic rationality and experimental realizability which is implemented in multiple gas measurement, we discuss related methods and steps which apply the system to quality and quantity of multiple gas. Through the analysis on experiments of gas detection which combines gas sensor array and pattern recognition technology, we apply BP feed forward neural network to analyze three gases in quality and quantity. Our research involves experimental configuration method of low concentration gas, input, output and hidden layer element determination method of BP feed forward network in quality and quantity analysis of multiple gases, signal pretreatment algorithm and gas sensor array response vector normalization. The experimental data show that the system designed in this paper makes recognition of 3 gases with 100% qualitative recognition and lower error of quantitative recognition.
  • Keywords
    backpropagation; electronic noses; feedforward neural nets; pattern recognition; sensor arrays; BP feedforward neural network; artificial neural network recognition algorithm; artificial olfactory system; electronic nose system; gas detection; gas sensor array response vector normalization; multiple gases analysis; pattern recognition technology; signal pretreatment algorithm; Arrays; Biological neural networks; Gas detectors; Gases; Neurons; Statistical analysis; Training; gas recognition; neural network; qualitative analysis; quantitative analysis; sensor array;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems Design and Engineering Applications (ISDEA), 2014 Fifth International Conference on
  • Conference_Location
    Hunan
  • Print_ISBN
    978-1-4799-4262-6
  • Type

    conf

  • DOI
    10.1109/ISDEA.2014.58
  • Filename
    6977586