Monte Carlo Simulation of Brownian Motion using a Piezo-Actuated Microscope Stage.

Nicholas A Vickers, Sean B Andersson
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Abstract

Single particle tracking is a powerful tool for studying and understanding the motions of biological macromolecules integral to cellular processes. In the past three decades there has been continuous and rapid development of these techniques in both optical microscope design and in algorithms to estimate the statistics and positions of the molecule's trajectory. Although there has been great progress, comparison between different microscope configurations and estimation algorithms has been difficult beyond simulated data. In this paper we explore using a piezo actuated microscope stage to reproduce Brownian motion. Our goal is to use this as a tool to test performance of single particle tracking optical microscopes and estimation algorithms. In this study, Monte Carlo simulations were used to assess the ability of piezo actuated microscope stages for reproducing Brownian motion. Surprisingly, the dynamics of the stage together with configuration of the system allow for preservation of the Brownian motion statistics. Further, feed forward model inverse control allows for low error tracking of Brownian motion trajectories over a wide range of diffusion constants, varying stage response times, and trajectory discrete time steps. These results show great promise in using a piezo actuated microscope stage for testing single particle tracking experimental setups.

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用压电驱动显微镜台进行布朗运动的蒙特卡罗模拟。
单粒子跟踪是研究和理解生物大分子在细胞过程中不可或缺的运动的有力工具。在过去的三十年中,这些技术在光学显微镜设计和估计分子轨迹的统计和位置的算法方面得到了持续和快速的发展。虽然已经取得了很大的进展,但不同显微镜配置和估计算法之间的比较很难超越模拟数据。在本文中,我们探索使用压电驱动的显微镜平台来重现布朗运动。我们的目标是将其作为测试单粒子跟踪光学显微镜和估计算法性能的工具。在这项研究中,蒙特卡罗模拟被用来评估压电驱动的显微镜台的能力,以再现布朗运动。令人惊讶的是,舞台的动力学和系统的结构允许保留布朗运动统计。此外,前馈模型逆控制允许在大范围的扩散常数、不同的阶段响应时间和轨迹离散时间步长范围内对布朗运动轨迹进行低误差跟踪。这些结果表明,在使用压电驱动的显微镜平台测试单粒子跟踪实验装置有很大的希望。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
2.40
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