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单粒子追踪显微镜的信息最优控制

Information Optimal Control for Single Particle Tracking Microscopy.

作者信息

Vickers Nicholas A, Andersson Sean B

机构信息

Department of Mechanical Engineering, Boston University, Boston, MA 02155 USA.

Division of Systems Engineering, Boston University, Boston, MA 02155 USA.

出版信息

IFAC Pap OnLine. 2021;54(7):649-654. doi: 10.1016/j.ifacol.2021.08.434. Epub 2021 Sep 15.

Abstract

We consider the problem of designing a control policy for a laser scanning microscope (LSM) which will minimize the estimation uncertainty when identifying the state and motion model of a fluorescent biological particle. Using the information optimal design framework we pose an optimization problem which seeks to maximize the Fisher information of the particle's state. We then apply optimal control methods to determine the laser trajectory that maximizes a criterion based on the Fisher information. The resulting optimal control policy is a Bang-Singular control which moves the laser to the set of measurement locations that maximize the rate of information accumulation. Simulations demonstrate the ability of the resulting control system to position the laser to measure the particles location with a minimum uncertainty.

摘要

我们考虑为激光扫描显微镜(LSM)设计一种控制策略的问题,该策略在识别荧光生物粒子的状态和运动模型时将使估计不确定性最小化。利用信息最优设计框架,我们提出一个优化问题,旨在最大化粒子状态的费希尔信息。然后应用最优控制方法来确定基于费希尔信息最大化一个准则的激光轨迹。所得的最优控制策略是一种Bang-Singular控制,它将激光移动到使信息积累速率最大化的测量位置集。仿真结果表明了所得控制系统能够以最小不确定性将激光定位以测量粒子位置的能力。

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本文引用的文献

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Single Particle Tracking: From Theory to Biophysical Applications.单颗粒追踪:从理论到生物物理应用。
Chem Rev. 2017 Jun 14;117(11):7331-7376. doi: 10.1021/acs.chemrev.6b00815. Epub 2017 May 18.
7
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Biomed Opt Express. 2016 Aug 10;7(9):3355-3376. doi: 10.1364/BOE.7.003355. eCollection 2016 Sep 1.
8
Method for simultaneous localization and parameter estimation in particle tracking experiments.粒子追踪实验中同时进行定位和参数估计的方法。
Phys Rev E Stat Nonlin Soft Matter Phys. 2015 Nov;92(5):052707. doi: 10.1103/PhysRevE.92.052707. Epub 2015 Nov 5.
10
Optimal point spread function design for 3D imaging.用于三维成像的最佳点扩散函数设计
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