On iterative algorithms for quantitative photoacoustic tomography in the radiative transport regime

被引:4
作者
Wang, Chao [1 ]
Zhou, Tie [1 ]
机构
[1] Peking Univ, Sch Math Sci, Beijing, Peoples R China
关键词
quantitative photoacoustic tomography; improved fixed-point iteration; radiative transfer equation; Barzilai-Borwein method; RECONSTRUCTION; DISTRIBUTIONS;
D O I
10.1088/1361-6420/aa89c5
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we present a numerical reconstruction method for quantitative photoacoustic tomography (QPAT), based on the radiative transfer equation (RTE), which models light propagation more accurately than diffusion approximation (DA). We investigate the reconstruction of absorption coefficient and scattering coefficient of biological tissues. An improved fixed-point iterative method to retrieve the absorption coefficient, given the scattering coefficient, is proposed for its cheap computational cost; the convergence of this method is also proved. The Barzilai-Borwein (BB) method is applied to retrieve two coefficients simultaneously. Since the reconstruction of optical coefficients involves the solutions of original and adjoint RTEs in the framework of optimization, an efficient solver with high accuracy is developed from Gao and Zhao (2009 Transp. Theory Stat. Phys. 38 149-92). Simulation experiments illustrate that the improved fixed-point iterative method and the BB method are competitive methods for QPAT in the relevant cases.
引用
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页数:25
相关论文
共 30 条
  • [1] Agranovsky M, 2009, RECONSTRUCTION FORMU, P89
  • [2] On multi-spectral quantitative photoacoustic tomography in diffusive regime
    Bal, Guillaume
    Ren, Kui
    [J]. INVERSE PROBLEMS, 2012, 28 (02)
  • [3] Multi-source quantitative photoacoustic tomography in a diffusive regime
    Bal, Guillaume
    Ren, Kui
    [J]. INVERSE PROBLEMS, 2011, 27 (07)
  • [4] Inverse diffusion theory of photoacoustics
    Bal, Guillaume
    Uhlmann, Gunther
    [J]. INVERSE PROBLEMS, 2010, 26 (08)
  • [5] Inverse transport theory of photoacoustics
    Bal, Guillaume
    Jollivet, Alexandre
    Jugnon, Vincent
    [J]. INVERSE PROBLEMS, 2010, 26 (02)
  • [6] 2-POINT STEP SIZE GRADIENT METHODS
    BARZILAI, J
    BORWEIN, JM
    [J]. IMA JOURNAL OF NUMERICAL ANALYSIS, 1988, 8 (01) : 141 - 148
  • [7] Beretta E, 2016, VARIATIONAL METHOD Q
  • [8] EXISTENCE AND UNIQUENESS THEOREMS FOR NEUTRON TRANSPORT EQUATION
    CASE, KM
    ZWEIFEL, PF
    [J]. JOURNAL OF MATHEMATICAL PHYSICS, 1963, 4 (11) : 1376 - &
  • [9] Estimating chromophore distributions from multiwavelength photoacoustic images
    Cox, B. T.
    Arridge, S. R.
    Beard, P. C.
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2009, 26 (02) : 443 - 455
  • [10] Quantitative spectroscopic photoacoustic imaging: a review
    Cox, Ben
    Laufer, Jan G.
    Arridge, Simon R.
    Beard, Paul C.
    [J]. JOURNAL OF BIOMEDICAL OPTICS, 2012, 17 (06)