Literature DB >> 35110782

Compression of volume-surface integral equation matrices via Tucker decomposition for magnetic resonance applications.

Ilias I Giannakopoulos1, Georgy D Guryev2, José E C Serrallés2, Ioannis P Georgakis1, Luca Daniel2, Jacob K White2, Riccardo Lattanzi1.   

Abstract

In this work, we propose a method for the compression of the coupling matrix in volume-surface integral equation (VSIE) formulations. VSIE methods are used for electromagnetic analysis in magnetic resonance imaging (MRI) applications, for which the coupling matrix models the interactions between the coil and the body. We showed that these effects can be represented as independent interactions between remote elements in 3D tensor formats, and subsequently decomposed with the Tucker model. Our method can work in tandem with the adaptive cross approximation technique to provide fast solutions of VSIE problems. We demonstrated that our compression approaches can enable the use of VSIE matrices of prohibitive memory requirements, by allowing the effective use of modern graphical processing units (GPUs) to accelerate the arising matrix-vector products. This is critical to enable numerical MRI simulations at clinical voxel resolutions in a feasible computation time. In this paper, we demonstrate that the VSIE matrix-vector products needed to calculate the electromagnetic field produced by an MRI coil inside a numerical body model with 1 mm3 voxel resolution, could be performed in ~ 33 seconds in a GPU, after compressing the associated coupling matrix from ~ 80 TB to ~ 43 MB.

Entities:  

Keywords:  Cross approximation; Global Maxwell Tomography; Tucker decomposition; graphical processing unit; magnetic resonance imaging; matrix-vector product; volume-surface integral equation

Year:  2021        PMID: 35110782      PMCID: PMC8803273          DOI: 10.1109/TAP.2021.3090835

Source DB:  PubMed          Journal:  IEEE Trans Antennas Propag        ISSN: 0018-926X            Impact factor:   4.388


  13 in total

1.  Fast Electromagnetic Analysis of MRI Transmit RF Coils Based on Accelerated Integral Equation Methods.

Authors:  Jorge Fernandez Villena; Athanasios G Polimeridis; Yigitcan Eryaman; Elfar Adalsteinsson; Lawrence L Wald; Jacob K White; Luca Daniel
Journal:  IEEE Trans Biomed Eng       Date:  2016-01-22       Impact factor: 4.538

2.  Multilevel nonuniform grid algorithm for acceleration of integral equation-based solvers for acoustic scattering.

Authors:  Yaniv Brick; Amir Boag
Journal:  IEEE Trans Ultrason Ferroelectr Freq Control       Date:  2010-01       Impact factor: 2.725

3.  On the SAR and field inhomogeneity of birdcage coils loaded with the human head.

Authors:  J Jin; J Chen
Journal:  Magn Reson Med       Date:  1997-12       Impact factor: 4.668

4.  Computation of electromagnetic fields for high-frequency magnetic resonance imaging applications.

Authors:  J M Jin; J Chen; W C Chew; H Gan; R L Magin; P J Dimbylow
Journal:  Phys Med Biol       Date:  1996-12       Impact factor: 3.609

5.  Some mathematical notes on three-mode factor analysis.

Authors:  L R Tucker
Journal:  Psychometrika       Date:  1966-09       Impact factor: 2.500

6.  Short-term side-effects of brain MR examination at 7 T: a single-centre experience.

Authors:  M Cosottini; D Frosini; L Biagi; I Pesaresi; M Costagli; G Tiberi; M Symms; M Tosetti
Journal:  Eur Radiol       Date:  2014-05-10       Impact factor: 5.315

7.  The Virtual Family--development of surface-based anatomical models of two adults and two children for dosimetric simulations.

Authors:  Andreas Christ; Wolfgang Kainz; Eckhart G Hahn; Katharina Honegger; Marcel Zefferer; Esra Neufeld; Wolfgang Rascher; Rolf Janka; Werner Bautz; Ji Chen; Berthold Kiefer; Peter Schmitt; Hans-Peter Hollenbach; Jianxiang Shen; Michael Oberle; Dominik Szczerba; Anthony Kam; Joshua W Guag; Niels Kuster
Journal:  Phys Med Biol       Date:  2009-12-17       Impact factor: 3.609

8.  From complex B(1) mapping to local SAR estimation for human brain MR imaging using multi-channel transceiver coil at 7T.

Authors:  Xiaotong Zhang; Sebastian Schmitter; Pierre-Francois Van de Moortele; Jiaen Liu; Bin He
Journal:  IEEE Trans Med Imaging       Date:  2013-03-11       Impact factor: 10.048

9.  Magnetic-Resonance-Based Electrical Property Mapping Using Global Maxwell Tomography With an 8-Channel Head Coil at 7 Tesla: A Simulation Study.

Authors:  Ilias I Giannakopoulos; Jose E C Serralles; Luca Daniel; Daniel K Sodickson; Athanasios G Polimeridis; Jacob K White; Riccardo Lattanzi
Journal:  IEEE Trans Biomed Eng       Date:  2020-12-21       Impact factor: 4.538

10.  Individualized SAR calculations using computer vision-based MR segmentation and a fast electromagnetic solver.

Authors:  Eugene Milshteyn; Georgy Guryev; Angel Torrado-Carvajal; Elfar Adalsteinsson; Jacob K White; Lawrence L Wald; Bastien Guerin
Journal:  Magn Reson Med       Date:  2020-07-08       Impact factor: 4.668

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.