Efficient implementations of a pseudodynamical stochastic filtering strategy for static elastography.

Abstract:

:A computationally efficient pseudodynamical filtering setup is established for elasticity imaging (i.e., reconstruction of shear modulus distribution) in soft-tissue organs given statically recorded and partially measured displacement data. Unlike a regularized quasi-Newton method (QNM) that needs inversion of ill-conditioned matrices, the authors explore pseudodynamic extended and ensemble Kalman filters (PD-EKF and PD-EnKF) that use a parsimonious representation of states and bypass explicit regularization by recursion over pseudotime. Numerical experiments with QNM and the two filters suggest that the PD-EnKF is the most robust performer as it exhibits no sensitivity to process noise covariance and yields good reconstruction even with small ensemble sizes.

journal_name

Med Phys

journal_title

Medical physics

authors

Banerjee B,Roy D,Vasu RM

doi

10.1118/1.3158808

subject

Has Abstract

pub_date

2009-08-01 00:00:00

pages

3470-6

issue

8

eissn

0094-2405

issn

2473-4209

journal_volume

36

pub_type

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