Monte-Carlo-Based Estimation of the X-ray Energy Spectrum for CT Artifact Reduction

被引:7
|
作者
Nazemi, Ehsan [1 ]
Six, Nathanael [1 ]
Iuso, Domenico [1 ]
De Samber, Bjorn [1 ]
Sijbers, Jan [1 ]
De Beenhouwer, Jan [1 ]
机构
[1] Univ Antwerp, Dept Phys, Imec Vis Lab, B-2610 Antwerp, Belgium
来源
APPLIED SCIENCES-BASEL | 2021年 / 11卷 / 07期
关键词
X-ray energy spectrum; Expectation Maximization; Monte Carlo simulation; imaging system; FleXCT; SIMULATION;
D O I
10.3390/app11073145
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Beam hardening and scattering effects can seriously degrade image quality in polychromatic X-ray CT imaging. In recent years, polychromatic image reconstruction techniques and scatter estimation using Monte Carlo simulation have been developed to compensate for beam hardening and scattering CT artifacts, respectively. Both techniques require knowledge of the X-ray tube energy spectrum. In this work, Monte Carlo simulations were used to calculate the X-ray energy spectrum of FleXCT, a novel prototype industrial micro-CT scanner, enabling beam hardening and scatter reduction for CT experiments. Both source and detector were completely modeled by Monte Carlo simulation. In order to validate the energy spectra obtained via Monte Carlo simulation, they were compared with energy spectra obtained via a second method. Here, energy spectra were calculated from empirical measurements using a step wedge sample, in combination with the Maximum Likelihood Expectation Maximization (MLEM) method. Good correlation was achieved between both approaches, confirming the correct modeling of the FleXCT system by Monte Carlo simulation. After validation of the modeled FleXCT system through comparing the X-ray spectra for different tube voltages inside the detector, we calculated the X-ray spectrum of the FleXCT X-ray tube, independent of the flat panel detector response, which is a prerequisite for beam hardening and scattering CT artifacts.
引用
收藏
页数:14
相关论文
共 50 条
  • [21] Monte-Carlo Simulations of the X-ray Spectrum of SS433
    Krivosheyev, Yu. M.
    Bisnovatyi-Kogan, G. S.
    Cherepashchuk, A. M.
    Postnov, K. A.
    [J]. HIGH ENERGY GAMMA-RAY ASTRONOMY, 2009, 1085 : 226 - +
  • [22] Broadening Technique for Monte Carlo Simulated Element Characteristic X-Ray Spectrum
    Li Zhe
    Tuo Xian-guo
    Shi Rui
    [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34 (06) : 1693 - 1697
  • [23] Development of a Multi-Axis X-ray CT for Metal Artifact Reduction
    Toru, Kano
    Koseki, Michihiko
    [J]. 2018 57TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE), 2018, : 1344 - 1349
  • [24] Gaussian diffusion sinogram inpainting for X-ray CT metal artifact reduction
    Peng, Chengtao
    Qiu, Bensheng
    Li, Ming
    Guan, Yihui
    Zhang, Cheng
    Wu, Zhongyi
    Zheng, Jian
    [J]. BIOMEDICAL ENGINEERING ONLINE, 2017, 16
  • [25] X-ray CT Metal Artifact Reduction Using Segmentation and TV Regularisation
    Allag, A.
    Benammar, A.
    Benmerar, T.
    Djerir, W.
    Drai, R.
    Boutkedjirt, T.
    [J]. RUSSIAN JOURNAL OF NONDESTRUCTIVE TESTING, 2023, 59 (11) : 1191 - 1198
  • [26] Gaussian diffusion sinogram inpainting for X-ray CT metal artifact reduction
    Chengtao Peng
    Bensheng Qiu
    Ming Li
    Yihui Guan
    Cheng Zhang
    Zhongyi Wu
    Jian Zheng
    [J]. BioMedical Engineering OnLine, 16
  • [27] X-ray CT Metal Artifact Reduction Using Segmentation and TV Regularisation
    A. Allag
    A. Benammar
    T. Benmerar
    W. Djerir
    R. Drai
    T. Boutkedjirt
    [J]. Russian Journal of Nondestructive Testing, 2023, 59 : 1191 - 1198
  • [28] Metal artifact reduction in x-ray computed tomography (CT) by constrained optimization
    Zhang, Xiaomeng
    Wang, Jing
    Xing, Lei
    [J]. MEDICAL PHYSICS, 2011, 38 (02) : 701 - 711
  • [29] Quasi-Monte Carlo method for calculating X-ray scatter in CT
    Lin, Guiyuan
    Deng, Shiwo
    Wang, Xiaoqun
    [J]. OPTICS EXPRESS, 2021, 29 (09) : 13746 - 13763
  • [30] X-ray energy spectrum estimation based on a virtual computed tomography system
    Higuchi, Takayuki
    Haga, Akihiro
    [J]. BIOMEDICAL PHYSICS & ENGINEERING EXPRESS, 2023, 9 (02):