• DocumentCode
    2864501
  • Title

    Modeling microphone in PSpice based on Neural Network

  • Author

    Xiang, Li Hua ; Wang, Lian Ming ; Yu, An Ning

  • Author_Institution
    Inst. of Appl. Electron. Technol., Northeast Normal Univ., Changchun, China
  • Volume
    13
  • fYear
    2010
  • fDate
    22-24 Oct. 2010
  • Abstract
    Presently, the electret condenser microphone (ECM) is used in almost every consumer and communication audio application. In order to improve the efficiency of the circuit design, circuit simulation is necessary. In this article, we present a method based on Neural Network for modeling ECM, by which the fundamental characteristics of an ECM, including sensitivity, directivity, output impedance and frequency response, are modeled in PSpice. Firstly, each input-output characteristic is approximated with different Neural Network, after which the structures, weights and biases of the Neural Network depicting different characteristic of the ECM are acquired. Secondly, the structures are described in PSpice language to form sub-circuits respectively. Finally, these subcircuits are integrated into a unitary sub-circuit based on the relationship between the inputs and output of the ECM to form the final model.
  • Keywords
    circuit simulation; microphones; neural nets; PSpice; circuit design; circuit simulation; directivity; electret condenser microphone; frequency response; input-output characteristic; neural network; output impedance; sensitivity; Artificial neural networks; Computational modeling; Electronic countermeasures; Frequency response; Integrated circuit modeling; Microphones; SPICE; Microphone; Model; Neural Network; PSpice;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Application and System Modeling (ICCASM), 2010 International Conference on
  • Conference_Location
    Taiyuan
  • Print_ISBN
    978-1-4244-7235-2
  • Electronic_ISBN
    978-1-4244-7237-6
  • Type

    conf

  • DOI
    10.1109/ICCASM.2010.5622642
  • Filename
    5622642