基于信息最优控制的多扩散粒子跟踪。

Samuel C Pinto, Nicholas A Vickers, Fatemeh Sharifi, Sean B Andersson
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引用次数: 6

摘要

利用激光扫描荧光显微镜研究了多个扩散粒子的跟踪问题。目标是设计激光的轨迹,以最大限度地利用测量强度信号中包含的关于粒子轨迹的信息。我们的方法由两级方案组成:在较低的级别,我们使用极值搜索控制器来跟踪单个粒子,首先搜索它,然后绕它运行。在高级控制器中,我们决定在每个瞬间应该观察哪个粒子,目标是有效地估计每个粒子的位置,同时不丢失它们中的任何一个。通过仿真,我们证明了该技术能够有效地收集光子,并以低的位置估计误差跟踪多个粒子。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tracking Multiple Diffusing Particles Using Information Optimal Control.

We study the problem of tracking multiple diffusing particles using a laser scanning fluorescence microscope. The goal is to design trajectories for the laser to maximize the information contained in the measured intensity signal about the particles' trajectories. Our approach consists of a two level scheme: in the lower level we use an extremum seeking controller to track a single particle by first seeking it then orbiting around it. In the higher level controller, we decide which particle should be observed at each instant, with the goal of efficiently estimating each particle position while not losing track of any of them. Using simulations, we show that this technique is able to collect photons efficiently and to track multiple particles with low position estimation error.

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CiteScore
2.40
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