• DocumentCode
    1298460
  • Title

    Fast Frequency Sweep of FEM Models via the Balanced Truncation Proper Orthogonal Decomposition

  • Author

    Wang, Wei ; Paraschos, Georgios N. ; Vouvakis, Marinos N.

  • Author_Institution
    Electr. & Comput. Eng. Dept., Univ. of Massachusetts at Amherst, Amherst, MA, USA
  • Volume
    59
  • Issue
    11
  • fYear
    2011
  • Firstpage
    4142
  • Lastpage
    4154
  • Abstract
    A fast frequency sweep method for wideband antennas and infinite arrays based on a singular value decomposition (SVD)-Krylov model reduction method for frequency-domain tangential vector finite elements (TVFEMs) is presented. Reduced models are constructed using balanced congruence transformations constructed from the dominant invariant subspace of the system´s Hankel matrix. Traditionally, forming such matrix requires the intensive computation of Gramians; the proposed method only forms their low-rank Cholesky factors via a novel adaptive proper orthogonal decomposition (POD) sampling strategy, leading to significant savings. Unlike some other model reduction methods, balanced truncation POD (BT-POD) is directly applicable to lossy and dispersive electromagnetic models. Numerical studies on large-scale wideband antennas and infinite arrays show that the method is stable, error controllable and, without memory overheads capable of up to two orders-of-magnitude speed-ups.
  • Keywords
    Hankel matrices; Karhunen-Loeve transforms; broadband antennas; finite element analysis; frequency-domain analysis; invariance; principal component analysis; singular value decomposition; FEM model; Gramians computation; Hankel matrix; Krylov model reduction method; adaptive proper orthogonal decomposition sampling strategy; balanced congruence transformation; balanced truncation proper orthogonal decomposition; dispersive electromagnetic model; dominant invariant subspace; fast frequency sweep; frequency-domain tangential vector finite element; infinite array; low-rank Cholesky factor; model reduction method; singular value decomposition; wideband antenna; Broadband antennas; Equations; Frequency domain analysis; Mathematical model; Matrix decomposition; Observability; Surface waves; Finite element method; Karhunen-Loeve expansion; infinite arrays; model order reduction; principal component analysis; singular value decomposition;
  • fLanguage
    English
  • Journal_Title
    Antennas and Propagation, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-926X
  • Type

    jour

  • DOI
    10.1109/TAP.2011.2164184
  • Filename
    5985485