• DocumentCode
    994943
  • Title

    Neural network-based software tool for predicting magnetic performance of strip-wound magnetic cores at medium to high frequency

  • Author

    Miti, G.K. ; Moses, A.J.

  • Author_Institution
    Power Conversion, Alstom T&D Ltd, Rugby, UK
  • Volume
    151
  • Issue
    3
  • fYear
    2004
  • fDate
    5/2/2004 12:00:00 AM
  • Firstpage
    181
  • Lastpage
    187
  • Abstract
    Although magnetic wound cores have simple geometries, their magnetic properties vary in a complex manner depending on many factors such as core geometry, dimensions and interlaminar air flux between adjacent wound layers. These can set up internal stress which seriously affects internal flux distribution and hence permeability and losses. For core manufacturers to satisfy customer requirements, a need arises for a reliable tool for more accurate prediction of magnetic performance of strip wound cores. The magnetic performance of a range of strip wound cores has been measured over a wide frequency range (50 Hz-100 kHz). Using this information a neural network-based software package coined ´MagnetWolf´, has been developed for predicting core performance. Input parameters include core geometry, core dimension, core material and strip width. A subneural network approach employed reduces the amount of representative data required for network training. This provides rapid network development and enhances accuracy. A JAVA graphical user interface makes it possible for the tool to be accessible via the internet. A comparison of predicted and measured results shows this to be a reliable tool with potential industrial applications.
  • Keywords
    Java; electrical engineering computing; graphical user interfaces; magnetic cores; magnetic permeability; neural nets; software packages; 50 Hz to 100 kHz; Internet; JAVA; MagnetWolf; core geometry; graphical user interface; interlaminar air flux; internal flux distribution; internal stress; magnetic performance prediction; magnetic properties; network training; neural network; permeability; software package; software tool; strip wound magnetic cores;
  • fLanguage
    English
  • Journal_Title
    Science, Measurement and Technology, IEE Proceedings -
  • Publisher
    iet
  • ISSN
    1350-2344
  • Type

    jour

  • DOI
    10.1049/ip-smt:20040087
  • Filename
    1301792