Content area

Abstract

Inspired by the recent advances on minimizing nonsmooth or bound-constrained convex functions on models using varying degrees of fidelity, we propose a line search multigrid (MG) method for full-wave iterative image reconstruction in photoacoustic tomography (PAT) in heterogeneous media. To compute the search direction at each iteration, we decide between the gradient at the target level, or alternatively an approximate error correction at a coarser level, relying on some predefined criteria. To incorporate absorption and dispersion, we derive the analytical adjoint directly from the first-order acoustic wave system. The effectiveness of the proposed method is tested on a total-variation penalized Iterative Shrinkage Thresholding algorithm (ISTA) and its accelerated variant (FISTA), which have been used in many studies of image reconstruction in PAT. The results show the great potential of the proposed method in improving speed of iterative image reconstruction.

Details

1009240
Title
A Multi-Grid Iterative Method for Photoacoustic Tomography
Publication title
arXiv.org; Ithaca
Publication year
2016
Publication date
Nov 21, 2016
Section
Mathematics
Publisher
Cornell University Library, arXiv.org
Source
arXiv.org
Place of publication
Ithaca
Country of publication
United States
University/institution
Cornell University Library arXiv.org
e-ISSN
2331-8422
Source type
Working Paper
Language of publication
English
Document type
Working Paper
Publication history
 
 
Online publication date
2016-11-22
Milestone dates
2016-03-07 (Submission v1); 2016-07-14 (Submission v2); 2016-11-03 (Submission v3); 2016-11-21 (Submission v4)
Publication history
 
 
   First posting date
22 Nov 2016
ProQuest document ID
2081104558
Document URL
https://www.proquest.com/working-papers/multi-grid-iterative-method-photoacoustic/docview/2081104558/se-2?accountid=208611
Full text outside of ProQuest
Copyright
© 2016. This work is published under http://arxiv.org/licenses/nonexclusive-distrib/1.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Last updated
2019-04-13
Database
2 databases
  • ProQuest One Academic
  • ProQuest One Academic