• DocumentCode
    41356
  • Title

    Surrogate Modeling and Two-Level Infill Criteria Applied to Electromagnetic Device Optimization

  • Author

    Lourenco, Joao Miguel ; Lebensztajn, Luiz

  • Author_Institution
    Lab. de Eletromagnetismo Aplicado, Escola Politec. da Univ. de Sao Paulo, Sao Paulo, Brazil
  • Volume
    51
  • Issue
    3
  • fYear
    2015
  • fDate
    Mar-15
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    The surrogate-based optimization is largely used in engineering design to find optimal performance characteristics of computational expensive simulations such as the finite element method. An original multiple surrogate-based optimization criterion is proposed. The approach was tested on the Zakharov benchmark function and on the Loney solenoid benchmark problem. Simulation results and comparisons with some traditional Kriging-based global optimization methods show that the proposed method can be used very effectively in electromagnetic design optimization.
  • Keywords
    electromagnetic devices; finite element analysis; optimisation; Loney solenoid benchmark problem; Zakharov benchmark function; computational expensive simulations; electromagnetic design optimization; electromagnetic device optimization; engineering design; finite element method; multiple surrogate-based optimization criterion; optimal performance characteristics; surrogate modeling; two-level infill criteria; Algorithm design and analysis; Benchmark testing; Computational modeling; Correlation; Optimization; Simulation; Solenoids; Design and analysis of computer experiments; metamodeling; surrogate-based optimization;
  • fLanguage
    English
  • Journal_Title
    Magnetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9464
  • Type

    jour

  • DOI
    10.1109/TMAG.2014.2362980
  • Filename
    7093507