Data Intensive Computing of X-ray Computed Tomography Reconstruction at the LSDF

被引:3
|
作者
Yang, Xiaoli [1 ]
Jejkal, Thomas [1 ]
Pasic, Halil [1 ]
Stotzka, Rainer [1 ]
Streit, Achim [2 ]
van Wezel, Jos [2 ]
Rolo, Tomy dos Santos [3 ]
机构
[1] Karlsruhe Inst Technol, Inst Data Proc & Elect IPE, D-76021 Karlsruhe, Germany
[2] Steinbuch Ctr Comp, Karlsruhe, Germany
[3] Inst Synchrotron Radiat, Karlsruhe, Germany
关键词
Data Intensive Computing; Large Scale Data Facility; Computed Tomography; Algebraic Reconstruction Technique; Compressive Sampling;
D O I
10.1109/PDP.2013.21
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the method of data intensive computing is studied for large amounts of data in computed tomography (CT). An automatic workflow is built up to connect the tomography beamline of ANKA with the large scale data facility (LSDF), able to enhance the data storage and analysis efficiency. In this workflow, this paper focuses on the parallel computing of 3D computed tomography reconstruction. Different from the existing reconstruction system with filtered back-projection method, an algebraic reconstruction technique based on compressive sampling theory is presented to reconstruct the data from ultrafast computed tomography with fewer projections. Then the connected computing resources at the LSDF are used to implement the 3D CT reconstruction by distributing the whole job into multiple tasks executed in parallel. Promising reconstruction images and high computing performance are reported. For the 3D X-ray CT reconstruction, less than six minutes are actually required. LSDF is not only able to organize data efficiently, but also can provide reconstructed results to users in nearly instantaneous time. After integration into the workflow, this data intensive computing method will largely improve the data processing for ultrafast computed tomography at ANKA.
引用
收藏
页码:86 / 93
页数:8
相关论文
共 50 条
  • [21] Instant coded X-ray computed tomography via nonlinear reconstruction
    Zhao, Qile
    Ma, Xu
    Restrepo, Carlos
    Mao, Tianyi
    Zhang, Tong
    Ren, Wenyi
    Arce, Gonzalo R.
    [J]. OPTICAL ENGINEERING, 2023, 62 (06)
  • [22] A Multiresolution Approach to Iterative Reconstruction Algorithms in X-Ray Computed Tomography
    De Witte, Yoni
    Vlassenbroeck, Jelle
    Van Hoorebeke, Luc
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (09) : 2419 - 2427
  • [23] Reciprocal-FDK reconstruction for x-ray diffraction computed tomography
    Liang, Kaichao
    Zhang, Li
    Xing, Yuxiang
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2022, 67 (09):
  • [24] Region of interest processing for iterative reconstruction in x-ray computed tomography
    Kopp, Felix K.
    Nasirudin, Radin A.
    Mei, Kai
    Fehringer, Andreas
    Pfeiffer, Franz
    Rummeny, Ernst J.
    Noel, Peter B.
    [J]. MEDICAL IMAGING 2015: PHYSICS OF MEDICAL IMAGING, 2015, 9412
  • [25] Hardware Acceleration of Iterative Image Reconstruction for X-Ray Computed Tomography
    Kim, Jung Kuk
    Zhang, Zhengya
    Fessler, Jeffrey A.
    [J]. 2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 1697 - 1700
  • [26] High spatial resolution x-ray luminescence computed tomography and x-ray fluorescence computed tomography
    Dai, Xianjin
    Sivasubramanian, Kathyayini
    Xing, Lei
    [J]. MOLECULAR-GUIDED SURGERY: MOLECULES, DEVICES, AND APPLICATIONS V, 2019, 10862
  • [27] Properties of preprocessed sinogram data in x-ray computed tomography
    Whiting, Bruce R.
    Massoumzadeh, Parinaz
    Earl, Orville A.
    O'Sullivan, Joseph A.
    Snyder, Donald L.
    Williamson, Jeffrey F.
    [J]. MEDICAL PHYSICS, 2006, 33 (09) : 3290 - 3303
  • [28] Quantitative Reconstruction of Polychromatic X-ray Fluorescence Computed Tomography Using Transmission Tomography
    Gao, Bo
    Laforce, Brecht
    Vincze, Laszlo
    Van Hoorebeke, Luc
    Boone, Matthieu N.
    [J]. ANALYTICAL CHEMISTRY, 2021, 93 (04) : 2082 - 2089
  • [29] Industrial X-ray computed tomography
    Pechstein, Torsten
    [J]. TM-TECHNISCHES MESSEN, 2020, 87 (02) : 79 - 80
  • [30] Dynamic X-ray computed tomography
    Bonnet, S
    Koenig, A
    Roux, S
    Hugonnard, P
    Guillemaud, R
    Grangeat, P
    [J]. PROCEEDINGS OF THE IEEE, 2003, 91 (10) : 1574 - 1587