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Monte Carlo methods for light propagation in biological tissues

机译:蒙特卡罗方法在生物组织中传播光

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摘要

Light propagation in turbid media is driven by the equation of radiative transfer. We give a formal probabilistic representation of its solution in the framework of biological tissues and we implement algorithms based on Monte Carlo methods in order to estimate the quantity of light that is received by a homogeneous tissue when emitted by an optic fiber. A variance reduction method is studied and implemented, as well as a Markov chain Monte Carlo method based on the Metropolis–Hastings algorithm. The resulting estimating methods are then compared to the so-called Wang–Prahl (or Wang) method. Finally, the formal representation allows to derive a non-linear optimization algorithm close to Levenberg–Marquardt that is used for the estimation of the scattering and absorption coefficients of the tissue from measurements
机译:光在混浊介质中的传播受辐射传递方程的驱动。我们在生物组织的框架内给出了其解决方案的形式概率表示,并且我们基于蒙特卡洛方法实施算法,以估计由光纤发射的同质组织所接收的光量。研究并实现了方差降低方法,以及基于Metropolis-Hastings算法的马尔可夫链蒙特卡罗方法。然后将所得的估计方法与所谓的Wang–Prahl(或Wang)方法进行比较。最后,形式表示法允许导出接近Levenberg–Marquardt的非线性优化算法,该算法用于根据测量结果估算组织的散射系数和吸收系数

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