• DocumentCode
    1543155
  • Title

    Electromagnetic Device Analysis Using a Meshless Approach Coupled to a Kohonen Network

  • Author

    Das, Rajeev ; Lowther, David A.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., McGill Univ., Montreal, QC, Canada
  • Volume
    46
  • Issue
    8
  • fYear
    2010
  • Firstpage
    3381
  • Lastpage
    3384
  • Abstract
    This paper describes a novel adaptive solution system for electromagnetic field problems. The solution method is based on a meshless approach and thus the preprocessing effort is minimized. The positions of the nodes used for this solution are determined adaptively using a Kohonen neural network (NN). The objective of the proposed approach is to obtain an optimal placing of the nodes before adding any new degrees of freedom to reduce the error.
  • Keywords
    electrical engineering computing; electromagnetic devices; electromagnetic fields; neural nets; Kohonen network; Kohonen neural network; adaptive solution system; electromagnetic device analysis; electromagnetic field problem; meshless approach; optimal placing; Adaptive systems; Electromagnetic analysis; Electromagnetic coupling; Electromagnetic devices; Electromagnetic fields; Finite element methods; Helium; Mesh generation; Neural networks; Shape; Finite element method (FEM); Kohonen neural network (NN); meshless method; radial basis function;
  • fLanguage
    English
  • Journal_Title
    Magnetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9464
  • Type

    jour

  • DOI
    10.1109/TMAG.2010.2044985
  • Filename
    5512920