• DocumentCode
    616700
  • Title

    Separation of electromagnetic sources by the method of independent component analysis

  • Author

    Ixtanio Leite Ferreira, Paulo ; Fontgalland, Glauco ; Aragao, Galba F. ; Barbin, S.E.

  • Author_Institution
    Dept. of Electr. Eng., DEE Fed. Inst. of Sci. & Tec. of Paraiba, Princesa Isabel, Brazil
  • fYear
    2013
  • fDate
    6-9 May 2013
  • Firstpage
    476
  • Lastpage
    479
  • Abstract
    This work describes how to separate two electromagnetic sources with slight frequency difference and two sources with same amplitude, phase and frequency. The case of sources closely separated for example by λ0/4 is presented. It is applied the method of independent component analysis (ICA). An ICA algorithm based on the maximization of the negentropia and symmetric orthogonalization (FastICA) is used. An appropriate measuring system is mounted for the acquisition of data to be used in the ICA application. The sources used are two half wavelength dipole antennas, designed for 1.800 GHz. The correlation coefficient is used as a parameter to compare how much the estimated signal is similar to the original one. The limit of the difference between the frequencies the signals, that the ICA can separate, is evaluated through simulations. Signal reconstruction is required when the sources are equal before performing the separation process. The reconstruction of the sources after separation, using the ICA, is compared with original sources and it is in good agreement.
  • Keywords
    dipole antennas; electromagnetic compatibility; electromagnetic wave interference; independent component analysis; optimisation; signal reconstruction; source separation; FastICA; ICA algorithm; data acquisition; electromagnetic source separation; frequency 1.800 GHz; half wavelength dipole antennas; independent component analysis method; maximization negentropia algorithm; measuring system; signal estimation; signal reconstruction; symmetric orthogonalization; Antenna measurements; Correlation coefficient; Electromagnetics; Frequency measurement; Independent component analysis; Phase measurement; Position measurement; ICA; amplitude and phase spectrum; radiating sources; separation of electromagnetic sources;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Instrumentation and Measurement Technology Conference (I2MTC), 2013 IEEE International
  • Conference_Location
    Minneapolis, MN
  • ISSN
    1091-5281
  • Print_ISBN
    978-1-4673-4621-4
  • Type

    conf

  • DOI
    10.1109/I2MTC.2013.6555463
  • Filename
    6555463