Convergence of the Monte Carlo method in calculating the normal spectral albedo of optically thick snow and cloudy ice

IF 2 3区 物理与天体物理 Q2 OPTICS
Leonid A. Dombrovsky , Jixun Sun , Junming Zhao
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引用次数: 0

Abstract

The Monte Carlo (MC) method is often used to obtain a benchmark numerical solution for radiative transfer problems that can also be solved using approximate methods. The present study is based on accurate analytical solutions for the spectral normal albedo of optically thick snow cover and light-scattering ice sheets. These analytical solutions are used to study the convergence of the MC simulation to the analytical solutions as the number of stochastic rays increases. This is a rare and unusual problem statement. One might expect that the numerical procedure would converge slowly in the visible spectral range, where the absorption of radiation by snow and cloudy ice is very low compared to scattering. This is a typical effect of the “scattering order problem” known in astrophysics. However, this does not apply to the integral characteristics of the radiation field, such as the normal-hemispherical reflectance (normal albedo) of scattering media. The calculations demonstrate good convergence of the Monte Carlo simulation to accurate values of the normal albedo in both the visible and infrared spectral ranges, which are important for solving geophysical problems. At the same time, a more sophisticated physical model based on differential approximations for the diffuse component of radiation intensity is preferable for both snow cover and cloudy ice layers. The results obtained are expected to be useful for selecting a method for radiative transfer calculations in diverse natural or artificial media of relatively strong scattering.
蒙特卡罗方法在计算光学厚雪和云冰的正光谱反照率中的收敛性
蒙特卡罗(MC)方法通常用于获得辐射传输问题的基准数值解,这些问题也可以用近似方法求解。本研究基于光学厚积雪和光散射冰盖光谱正反照率的精确解析解。这些解析解用于研究随随机射线数的增加MC模拟对解析解的收敛性。这是一个罕见且不寻常的问题陈述。人们可能期望数值过程在可见光谱范围内收敛缓慢,在可见光谱范围内,雪和云冰对辐射的吸收比散射要低得多。这是天体物理学中已知的“散射顺序问题”的典型效应。然而,这并不适用于辐射场的积分特性,例如散射介质的正半球反射率(正反照率)。计算结果表明,蒙特卡罗模拟在可见光和红外光谱范围内对正常反照率的精确值具有良好的收敛性,这对解决地球物理问题具有重要意义。同时,基于辐射强度漫射分量的微分近似的更复杂的物理模型对于积雪层和云雾层都是可取的。所得结果有望为选择一种计算强散射的自然或人工介质中辐射传输的方法提供参考。
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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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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