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基于时域辐射传输方程的顺序二次规划算法在光学参数分布重建中的应用。

Application of the sequential quadratic programming algorithm for reconstructing the distribution of optical parameters based on the time-domain radiative transfer equation.

作者信息

Qi Hong, Qiao Yao-Bin, Ren Ya-Tao, Shi Jing-Wen, Zhang Ze-Yu, Ruan Li-Ming

出版信息

Opt Express. 2016 Oct 17;24(21):24297-24312. doi: 10.1364/OE.24.024297.

Abstract

Sequential quadratic programming (SQP) is used as an optimization algorithm to reconstruct the optical parameters based on the time-domain radiative transfer equation (TD-RTE). Numerous time-resolved measurement signals are obtained using the TD-RTE as forward model. For a high computational efficiency, the gradient of objective function is calculated using an adjoint equation technique. SQP algorithm is employed to solve the inverse problem and the regularization term based on the generalized Gaussian Markov random field (GGMRF) model is used to overcome the ill-posed problem. Simulated results show that the proposed reconstruction scheme performs efficiently and accurately.

摘要

序列二次规划(SQP)被用作一种优化算法,以基于时域辐射传输方程(TD-RTE)重建光学参数。使用TD-RTE作为正向模型获得了大量时间分辨测量信号。为了提高计算效率,使用伴随方程技术计算目标函数的梯度。采用SQP算法来解决反问题,并使用基于广义高斯马尔可夫随机场(GGMRF)模型的正则化项来克服不适定问题。模拟结果表明,所提出的重建方案高效且准确。

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