Stochastic algorithm for creating highly accurate optimized scattering look-up tables for a large range of size parameters and optical constants

IF 2.3 3区 物理与天体物理 Q2 OPTICS Journal of Quantitative Spectroscopy & Radiative Transfer Pub Date : 2024-09-13 DOI:10.1016/j.jqsrt.2024.109191
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Abstract

We report a novel algorithm for generating optimized look-up tables suitable for rapid evaluation of various light scattering parameters and other hard-to-evaluate functions. Our method uses a stochastic algorithm to minimize the number of look-up table points needed while achieving high accuracy and speed. As an example, we present a general Mie scattering look-up table applicable to a large range of size parameters (0.02 < x < 200) and most materials (organics, inorganics, minerals, metals etc.) with real and imaginary parts of the refractive index ranging from 0.2 to 5 and 0 to 5, respectively. The look-up table is up to 3500 times faster than evaluating the Mie analytical expressions (in Matlab). This method opens up new possibilities in detection algorithm development (e.g. large synthetic datasets for machine learning), inverse problems and all other problems where a large number of Mie scattering coefficients needs to be rapidly evaluated. Furthermore, this method is applicable to other, related scattering problems. For example, we also present look-up tables for scattering efficiencies for spheres on various substrates.

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针对大量尺寸参数和光学常数创建高精度优化散射查找表的随机算法
我们报告了一种生成优化查找表的新型算法,适合快速评估各种光散射参数和其他难以评估的函数。我们的方法采用随机算法,在实现高精度和高速度的同时,尽量减少所需的查找表点数量。举例来说,我们提出了一种通用的米氏散射查找表,适用于较大范围的尺寸参数(0.02 < x < 200)和大多数材料(有机物、无机物、矿物、金属等),折射率的实部和虚部分别为 0.2 至 5 和 0 至 5。查找表的速度比(在 Matlab 中)评估米氏分析表达式快 3500 倍。这种方法为检测算法开发(例如用于机器学习的大型合成数据集)、逆问题以及所有其他需要快速评估大量米氏散射系数的问题提供了新的可能性。此外,这种方法还适用于其他相关的散射问题。例如,我们还提出了各种基底上球体散射效率的查找表。
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来源期刊
CiteScore
5.30
自引率
21.70%
发文量
273
审稿时长
58 days
期刊介绍: Papers with the following subject areas are suitable for publication in the Journal of Quantitative Spectroscopy and Radiative Transfer: - Theoretical and experimental aspects of the spectra of atoms, molecules, ions, and plasmas. - Spectral lineshape studies including models and computational algorithms. - Atmospheric spectroscopy. - Theoretical and experimental aspects of light scattering. - Application of light scattering in particle characterization and remote sensing. - Application of light scattering in biological sciences and medicine. - Radiative transfer in absorbing, emitting, and scattering media. - Radiative transfer in stochastic media.
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