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Fast perturbation Monte Carlo method for photon migration in heterogeneous turbid media

机译:快速扰动蒙特卡罗方法在异质混浊介质中的光子迁移

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摘要

We present a two-step Monte Carlo (MC) method that is used to solve the radiative transfer equation in heterogeneous turbid media. The method exploits the one-to-one correspondence between the seed value of a random number generator and the sequence of random numbers. In the first step, a full MC simulation is run for the initial distribution of the optical properties and the "good" seeds (the ones leading to detected photons) are stored in an array. In the second step, we run a new MC simulation with only the good seeds stored in the first step, i.e., we propagate only detected photons. The effect of a change in the optical properties is calculated in a short time by using two scaling relationships. By this method we can increase the speed of a simulation up to a factor of 1300 in typical situations found in near-IR tissue spectroscopy and diffuse optical tomography, with a minimal requirement for hard disk space. Potential applications of this method for imaging of turbid media and the inverse problem are discussed.
机译:我们提出了两步蒙特卡洛(MC)方法,用于求解非均质混浊介质中的辐射传递方程。该方法利用了随机数生成器的种子值和随机数序列之间的一一对应关系。第一步,运行完整的MC模拟,以进行光学特性的初始分布,并将“好”种子(导致检测到的光子的种子)存储在阵列中。在第二步中,我们运行一个新的MC模拟,其中第一步中仅存储了好的种子,即,仅传播了检测到的光子。通过使用两个比例关系,可以在短时间内计算出光学特性变化的影响。通过这种方法,在近红外组织光谱学和漫射光学层析成像中发现的典型情况下,我们可以将模拟速度提高到1300倍,而对硬盘空间的需求却最小。讨论了该方法在混浊介质成像中的潜在应用以及反问题。

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