• DocumentCode
    541498
  • Title

    A new family of variational-form-based regularizers for reconstructing epicardial potentials from body-surface mapping

  • Author

    Wang, D.F. ; Kirby, R.M. ; MacLeod, R.S. ; Johnson, C.R.

  • Author_Institution
    Sci. Comput. & Imaging Inst., Univ. of Utah, Salt Lake City, UT, USA
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    93
  • Lastpage
    96
  • Abstract
    We propose a new family of regularizers for the inverse ECG problem, using a variational principle that underlies finite element approximation methods. As an alternative to traditional Tikhonov regularizers, the variational formulation has several advantages: 1)it enables a simple construction of the gradient operator (in a matrix form) over irregular meshes, which is often difficult to derive; 2)it achieves consistent regularization under multi-scale simulations by preserving the norm, which is evaluated by the resolution-independent L2-norm rather than the discrete Euclidean norm; and 3)it allows simultaneous application of multiple constraints efficiently. Our proposed method is validated by simulation on a realistic 3D model with clinical heart data, showing that the variational formulation may improve a broader range of potential-based electrocardiographic problems.
  • Keywords
    electrocardiography; finite element analysis; gradient methods; inverse problems; matrix algebra; medical signal processing; variational techniques; body surface mapping; clinical heart data; epicardial potential reconstruction; finite element approximation; gradient operator construction; inverse ECG problem; potential based electrocardiographic problems; realistic 3D model; resolution independent L2 norm; simultaneous multiple constraint application; variational form based regularisers; variational principle; Biological system modeling; Computational modeling; Electric potential; Face; Heart; Laplace equations; Torso;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing in Cardiology, 2010
  • Conference_Location
    Belfast
  • ISSN
    0276-6547
  • Print_ISBN
    978-1-4244-7318-2
  • Type

    conf

  • Filename
    5737917