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Disc vs. Annulus: On the Bleaching Pattern Optimization for FRAP Experiments

机译:盘片与瓣膜环:FRAP实验的漂白模式优化

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This study deals with the problem of optimal setting of experimental design variables, which controls the accuracy of the numerical process of determining model parameters from data. Our approach, although case independent, is formulated as an inverse problem of a diffusion coefficient estimation using the FRAP (Fluorescence Recovery After Photobleaching) experimental technique. The key concept relies on the analysis of the sensitivity of the measured output with respect to the model parameters. Based on this idea, we optimize an experimental design factor being the initial concentration of some particles. Numerical experiments on a 2D finite domain show that the discretized optimal initial condition attains only two values representing the existence or non-existence of diffusive particles. The number of jumps between these values determines the connectivity (or the bleaching pattern) and is dependent on the value of a diffusion coefficient, e.g., the annulus shaped initial condition is better than a disc for some specific range of model parameters.
机译:这项研究解决了实验设计变量的最佳设置问题,该问题控制了从数据确定模型参数的数值过程的准确性。我们的方法虽然不区分大小写,但使用FRAP(光漂白后的荧光恢复)实验技术,被公式化为扩散系数估算的反问题。关键概念依赖于对模型参数的测量输出灵敏度的分析。基于此想法,我们优化了一个实验设计因素,即某些颗粒的初始浓度。在二维有限域上的数值实验表明,离散的最佳初始条件仅获得两个值,分别表示存在或不存在扩散粒子。这些值之间的跳跃次数决定了连通性(或漂白模式),并取决于扩散系数的值,例如,对于某些特定范围的模型参数,环形的初始条件要比圆盘好。

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