Weighted iterative reconstruction for magnetic particle imaging

被引:152
|
作者
Knopp, T. [1 ]
Rahmer, J. [2 ]
Sattel, T. F. [1 ]
Biederer, S. [1 ]
Weizenecker, J. [2 ]
Gleich, B. [2 ]
Borgert, J. [2 ]
Buzug, T. M. [1 ]
机构
[1] Med Univ Lubeck, Inst Med Engn, D-23538 Lubeck, Germany
[2] Philips Technol GmbH Forschungslaboratorien, Hamburg, Germany
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2010年 / 55卷 / 06期
关键词
ART ALGORITHM; CONVERGENCE; PROJECTIONS; PICTURES;
D O I
10.1088/0031-9155/55/6/003
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Magnetic particle imaging (MPI) is a new imaging technique capable of imaging the distribution of superparamagnetic particles at high spatial and temporal resolution. For the reconstruction of the particle distribution, a system of linear equations has to be solved. The mathematical solution to this linear system can be obtained using a least-squares approach. In this paper, it is shown that the quality of the least-squares solution can be improved by incorporating a weighting matrix using the reciprocal of the matrix-row energy as weights. A further benefit of this weighting is that iterative algorithms, such as the conjugate gradient method, converge rapidly yielding the same image quality as obtained by singular value decomposition in only a few iterations. Thus, the weighting strategy in combination with the conjugate gradient method improves the image quality and substantially shortens the reconstruction time. The performance of weighting strategy and reconstruction algorithms is assessed with experimental data of a 2D MPI scanner.
引用
收藏
页码:1577 / 1589
页数:13
相关论文
共 50 条
  • [1] Weighted iterative reconstruction for magnetic particle imaging (vol 55, pg 1577, 2010)
    Knopp, T.
    Rahmer, J.
    Sattel, T. F.
    Biederer, S.
    Weizenecker, J.
    Gleich, B.
    Borgert, J.
    Buzug, T. M.
    PHYSICS IN MEDICINE AND BIOLOGY, 2010, 55 (08): : 2427 - 2427
  • [2] Iterative Hard Thresholding for the Reconstruction of an Undersampled System Matrix in Magnetic Particle Imaging
    Kleine, Matthias
    von Gladiss, Anselm
    Buzug, Thorsten M.
    BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK, 2014, 59 : S599 - +
  • [3] Experimental Evaluation of an Iterative Reconstruction Method for Time-Correlation Magnetic Particle Imaging
    Tsuchiya, Hiroki
    Homma, Takumi
    Shimizu, Shota
    Ishihara, Yasutoshi
    IEEE TRANSACTIONS ON MAGNETICS, 2015, 51 (02) : 6502204
  • [4] Projection Reconstruction Magnetic Particle Imaging
    Konkle, Justin J.
    Goodwill, Patrick W.
    Carrasco-Zevallos, Oscar M.
    Conolly, Steven M.
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2013, 32 (02) : 338 - 347
  • [5] Fast reconstruction in magnetic particle imaging
    Lampe, J.
    Bassoy, C.
    Rahmer, J.
    Weizenecker, J.
    Voss, H.
    Gleich, B.
    Borgert, J.
    PHYSICS IN MEDICINE AND BIOLOGY, 2012, 57 (04): : 1113 - 1134
  • [6] MAGNETIC PARTICLE IMAGING: MODEL AND RECONSTRUCTION
    Schomberg, Hermann
    2010 7TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, 2010, : 992 - 995
  • [7] Recent developments of the reconstruction in magnetic particle imaging
    Yin, Lin
    Li, Wei
    Du, Yang
    Wang, Kun
    Liu, Zhenyu
    Hui, Hui
    Tian, Jie
    VISUAL COMPUTING FOR INDUSTRY BIOMEDICINE AND ART, 2022, 5 (01)
  • [8] Recent developments of the reconstruction in magnetic particle imaging
    Lin Yin
    Wei Li
    Yang Du
    Kun Wang
    Zhenyu Liu
    Hui Hui
    Jie Tian
    Visual Computing for Industry, Biomedicine, and Art, 5
  • [9] SIMULTANEOUS PATCH RECONSTRUCTION IN MAGNETIC PARTICLE IMAGING
    Ahlborg, M.
    Kaethner, C.
    Buzug, T. M.
    2015 5TH INTERNATIONAL WORKSHOP ON MAGNETIC PARTICLE IMAGING (IWMPI), 2015, : O32 - O32
  • [10] Weighted sum of harmonic signals for direct imaging in magnetic particle imaging
    Liu, Yanjun
    Hui, Hui
    Liu, Sijia
    Li, Guanghui
    Zhang, Bo
    Zhong, Jing
    An, Yu
    Tian, Jie
    PHYSICS IN MEDICINE AND BIOLOGY, 2023, 68 (01):