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Indirect and direct pharmacokinetic parameter reconstruction in dynamic diffuse fluorescence tomography by adaptive extended Kalman filtering scheme

机译:自适应扩展卡尔曼滤波方案动态扩散荧光断层扫描中的间接和直接药代动力学参数重建

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Pharmacokinetic diffuse fluorescence tomography (DFT) can provide helpful diagnostic information for tumordifferentiation and monitoring. Among the methods of achieving pharmacokinetic parameters, adaptive extended Kalmanfiltering (AEKF) as a nonlinear filter method demonstrates the merits of quantitativeness, noise-robustness, andinitialization independence. In this paper, indirect and direct AEKF schemes based on a commonly used two-compartmentmodel were studied to extract pharmacokinetic parameters from simulation data. To assess the effect of metabolic rate onthe reconstruction results, a series of numerical simulation experiments with the metabolic time range from 4.16 min to 38min were carried out and the results obtained by the two schemes were compared. The results demonstrate that when themetabolic time is longer than 18 min, the pharmacokinetic-rate estimates of two schemes are similar; however, when themetabolic time is shorter than 5 min, the pharmacokinetic parameters obtained by the indirect scheme are far from the truevalue and even unavailable.
机译:药代动力学漫射荧光断层扫描(DFT)可以为肿瘤提供有用的诊断信息差异化和监测。在实现药代动力学参数的方法中,适应性扩展卡尔曼作为非线性滤波器方法的过滤(AEKF)展示了定量,噪声稳健性和稳健性的优点初始化独立性。在本文中,基于常用的双隔室的间接和直接AEKF方案研究了模型以从仿真数据中提取药代动力学参数。评估代谢率的影响重建结果,一系列数值模拟实验,代谢时间范围为4.16分钟至38进行分钟,比较了两种方案获得的结果。结果表明了代谢时间超过18分钟,两种方案的药代动力学率估计是相似的;但是,当代谢时间短于5分钟,间接方案获得的药代动力学参数远非真实价值甚至不可用。

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