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arXiv 2410.08093physics.opticscond-mat.mes-hallcond-mat.mtrl-sci
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等离子体纳米颗粒的光学光谱与电子断层扫描定量关联的电磁模拟考量

Considerations for Electromagnetic Simulations for a Quantitative Correlation of Optical Spectroscopy and Electron Tomography of Plasmonic Nanoparticles

Mees Dieperink, Alexander Skorikov, Nathalie Claes, Sara Bals, Wiebke Albrecht

AI总结:

本研究针对等离子体纳米颗粒形貌与光学截面的定量关联需求,分析影响电磁模拟精度的关键因素,开发适配电子断层扫描数据的模拟工作流程,优化数据处理步骤以最小化形状误差、提升模拟可靠性。

摘要:

等离子体纳米颗粒的光学截面与颗粒的形貌密切相关。如果能足够精确地建立这种关联,就有可能仅通过测量得到的光学截面来确定颗粒的形状。为此,假设电磁模拟能够以精确的方式开展,就可以利用它来桥接形貌与光学性质。本文研究了影响电磁模拟精度的关键因素。首先,我们对比了几种标准的电磁模拟方法,并详细讨论了网格划分精度、介电函数的选择以及边界元法中衬底的纳入所带来的影响。为了简化边界元法复杂的参数设置,我们开发了一套包含重建、网格划分和网格简化步骤的工作流程,从而能够将电子断层扫描数据用作这些模拟的输入。我们特别分析了重建算法的选择以及图像分割的复杂细节会如何影响模拟得到的光学截面,并将其与诱导形状误差相关联,这类误差可在数据处理流程中被最小化。在我们的研究案例中,采用全变分最小化(TVM)重建方法结合大津阈值法和轻微平滑处理可获得最优结果,这对于使用移动立方体算法生成可靠且水密的表面网格至关重要,尤其是对于更复杂的形状而言。

英文摘要:

The optical cross sections of plasmonic nanoparticles are intricately linked to the morphology of the particle. If this connection can be made accurately enough, it would become possible to determine a particles shape solely from its measured optical cross sections. For that, electromagnetic simulations can be used to bridge the morphology and optical properties assuming that they can be performed in an accurate manner. In this paper, we study key factors that influence the accuracy of electromagnetic simulations. First, we compare several standard electromagnetic simulation methods and discuss in detail the effects of the meshing accuracy, choice of dielectric function and inclusion of a substrate for the boundary element method. To help the boundary element methods complex parametrization, we develop a workflow including reconstruction, meshing and mesh simplification steps to be able to use electron tomography data as input for these simulations. In particular, we analyze how the choice of reconstruction algorithm and the intricacies of image segmentation influence the simulated optical cross sections and correlate it to induced shape errors, which can be minimized in the data processing pipeline. In our case, optimal results could be obtained by using the Total Variation Minimization (TVM) reconstruction method in combination with Otsu thresholding and slight smoothing, which was important to create a reliable and watertight surface mesh using the marching cubes algorithm, especially for more complex shapes.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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