A Flexible Model-Based Regularized Reconstruction Approach for Magnetic Particle Imaging

被引:0
作者
Maerz, Thomas [1 ]
Gapyak, Vladyslav [1 ]
Weinmann, Andreas [1 ]
机构
[1] Hsch Darmstadt, Schofferstr 3, D-64295 Darmstadt, Germany
来源
INTERNATIONAL CONFERENCE ON NUMERICAL ANALYSIS AND APPLIED MATHEMATICS 2022, ICNAAM-2022 | 2024年 / 3094卷
关键词
RESOLUTION; FORMULATION;
D O I
10.1063/5.0212522
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Magnetic Particle Imaging (MPI) is an emerging imaging modality and a very active field of research. In the multivariate MPI setup images are usually reconstructed using a system matrix which is obtained by a time-consuming measurement procedure. We approach the reconstruction problem by employing a mathematical model which is based on the MPI signal encoding and the properties of the MPI Core Operator. Here, we present a reconstruction algorithm which features two stages: in the first stage, we estimate components of the MPI Core Operator by using a variational formulation. In the second stage, the image is reconstructed by regularized deconvolution applied to the components of the MPI Core Operator robustly estimated in the first stage. We demonstrate the potential of our algorithm with examples.
引用
收藏
页数:4
相关论文
共 25 条
[1]  
Bertero M., 2021, INTRO INVERSE PROBLE, DOI DOI 10.1201/9781003032755
[2]  
Bo Zheng, 2013, 2013 International Workshop on Magnetic Particle Imaging (IWMPI), DOI 10.1109/IWMPI.2013.6528323
[3]   A new 3D model for magnetic particle imaging using realistic magnetic field topologies for algebraic reconstruction [J].
Bringout, Gael ;
Erb, Wolfgang ;
Frikel, Juergen .
INVERSE PROBLEMS, 2020, 36 (12)
[4]  
Chikazumi S., 1978, PHYS MAGNETISM
[5]   Quality-Enhancing Techniques for Model-Based Reconstruction in Magnetic Particle Imaging [J].
Gapyak, Vladyslav ;
Marz, Thomas ;
Weinmann, Andreas .
MATHEMATICS, 2022, 10 (18)
[6]   Tomographic imaging using the nonlinear response of magnetic particles [J].
Gleich, B ;
Weizenecker, R .
NATURE, 2005, 435 (7046) :1214-1217
[7]   Multidimensional X-Space Magnetic Particle Imaging [J].
Goodwill, Patrick W. ;
Conolly, Steven M. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2011, 30 (09) :1581-1590
[8]   The X-Space Formulation of the Magnetic Particle Imaging Process: 1-D Signal, Resolution, Bandwidth, SNR, SAR, and Magnetostimulation [J].
Goodwill, Patrick W. ;
Conolly, Steven M. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2010, 29 (11) :1851-1859
[9]   On the formulation of the image reconstruction problem in magnetic particle imaging [J].
Gruettner, Mandy ;
Knopp, Tobias ;
Franke, Jochen ;
Heidenreich, Michael ;
Rahmer, Juergen ;
Halkola, Aleksi ;
Kaethner, Christian ;
Borgert, Joern ;
Buzug, Thorsten M. .
BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK, 2013, 58 (06) :583-591
[10]  
Jiles D., 1998, Introduction to Magnetism and Magnetic Materials, V2nd