论文标题

部分可观测时空混沌系统的无模型预测

Effect of size distribution, skewness and roughness on the optical properties of colloidal plasmonic nanoparticles

论文作者

Borah, Rituraj, Verbruggen, Sammy W.

论文摘要

粒度分布强烈影响胶体等离子体纳米颗粒的光谱是一个普遍接受的想法。在解释此类纳米颗粒的理论和实验光谱之间的不匹配时,通常将其作为主要原因之一。在这项工作中,这些方面通过自下而上的统计方法进行了严格的分析,该方法考虑了纳米颗粒大小分布等变量,例如均值,标准偏差和偏度。通过假设粒径的正常和对数正态分布,研究了统计参数对胶体纳米颗粒的MIE分析光谱的影响。还对形态学的效果进行了数值研究,以了解它可以在多大程度上发挥作用。我们的发现,粒子多分散性,偏度和表面形态实际上只会弱影响光谱。而在纳米颗粒的结晶度方面,选择合适的光学常数是正确预测光谱理论模拟中等离子体带位置和等离子体带宽的影响更大的因素。结果表明,平均粒径可以直接从等离子体带的位置正确估计,因为这是确定共振波长的平均值。另一方面,可以从动态光散射实验获得的强度分布数据中估算标准偏差。这里报告的结果清除了粒度分布和胶体等离子体纳米颗粒的光学响应的​​歧义。

It is a generally accepted idea that the particle size distribution strongly affects the optical spectra of colloidal plasmonic nanoparticles. It is often quoted as one of the main reasons while explaining the mismatch between the theoretical and experimental optical spectra of such nanoparticles. In this work, these aspects are critically analyzed by means of a bottom up statistical approach that considers variables such as mean, standard deviation and skewness of the nanoparticle size distribution independently from one another. By assuming normal and log-normal distributions of the particle size, the effect of the statistical parameters on the Mie analytical optical spectra of colloidal nanoparticles was studied. The effect of morphology was also studied numerically in order to understand to what extent it can play a role. It is our finding that the particle polydispersity, skewness and surface morphology in fact only weakly impact the optical spectra. While, the selection of suitable optical constants with regard to the crystallinity of the nanoparticles is a far more influential factor for correctly predicting both the plasmon band position and the plasmon bandwidth in theoretical simulations of the optical spectra. It is shown that the mean particle size can be correctly estimated directly from the plasmon band position, as it is the mean that determines the resonance wavelength. The standard deviation can on the other hand be estimated from the intensity distribution data obtained from dynamic light scattering experiments. The results reported herein clear the ambiguity around particle size distribution and optical response of colloidal plasmonic nanoparticles.

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