• DocumentCode
    2873720
  • Title

    A software tool for complex-valued neural network: CV-ANN

  • Author

    Guruler, Huseyin ; Peker, Musa

  • Author_Institution
    Bilisim Sistemleri Muhendisligi Bolumu, Mugla Sitki Kocman Univ., Muğla, Turkey
  • fYear
    2015
  • fDate
    16-19 May 2015
  • Firstpage
    2054
  • Lastpage
    2057
  • Abstract
    Complex valued artificial neural networks (CVANN); is a kind of artificial neural network of which parameters such as weight, threshold, input and output consisting of complex numbers. In recent years, CVANN has increasing interest because CVANN gives better results in nonlinear signal processing and image processing problems. There has been no software introduced in the literature for CVANN yet. In this study, CVANN software (CV-ANN), which is developed with object-oriented programming language C#, is presented. In this software tool which is designed with a user-friendly interface, user can set the parameter values of CVANN. Changes in neural network output with respect to entered parameter values are showed graphically. Developed software can facilitate the work of researchers in academic and scientific studies. At the same time, this software can be useful as an educational tool in the sense of making the working mechanism of CVANN clearer. CV-ANN is tested on XOR problem which is a standard test and CV-ANN proves its reliability performing the classification with the accuracy obtained by the same algorithm in the literature.
  • Keywords
    neural nets; object-oriented languages; object-oriented programming; software tools; user interfaces; C#; CVANN parameter values; CVANN software; complex valued artificial neural networks; educational tool; image processing; nonlinear signal processing; object-oriented programming language; software tool; user-friendly interface; Artificial neural networks; Biological neural networks; Signal processing; Signal processing algorithms; Software tools; Artificial neural networks; Complex valued network; Nonlinear signal processing; Software tool;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications Applications Conference (SIU), 2015 23th
  • Conference_Location
    Malatya
  • Type

    conf

  • DOI
    10.1109/SIU.2015.7130272
  • Filename
    7130272