• DocumentCode
    1452122
  • Title

    Demystifying Surrogate Modeling for Circuits and Systems

  • Author

    Yelten, M.B. ; Ting Zhu ; Koziel, S. ; Franzon, P.D. ; Steer, M.B.

  • Author_Institution
    Intel Corp., Hillsboro, OR, USA
  • Volume
    12
  • Issue
    1
  • fYear
    2012
  • Firstpage
    45
  • Lastpage
    63
  • Abstract
    In this article, grey-box and black-box surrogate modeling are described, with some key findings. The important point is that surrogate modeling has a solid mathematical basis leading to what has become a dramatic increase in our ability to develop engineering models and to engineer systems. In Section 2, a systematic approach to constructing surrogate models is provided. Each step is explained using published methods. Section 3 presents surrogate modeling examples from the domain of circuits and systems.
  • Keywords
    circuit simulation; black-box surrogate modeling; circuit surrogate modeling; engineering models; grey-box surrogate modeling; system surrogate modeling; Couplings; Electromagnetic modeling; Mathematical model; Modeling; Solid modeling;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems Magazine, IEEE
  • Publisher
    ieee
  • ISSN
    1531-636X
  • Type

    jour

  • DOI
    10.1109/MCAS.2011.2181095
  • Filename
    6155115