Simultaneous estimation of radiance and its sensitivities to radiative properties in a spherical-heterogeneous atmospheric radiative transfer model by Monte Carlo method: Application to Titan

IF 2 3区 物理与天体物理 Q2 OPTICS
Zili He , Sandrine Vinatier , Vincent Eymet , Vincent Forest , Bruno Bézard , Pascal Rannou , Sébastien Rodriguez , Emmanuel Marcq , Richard Fournier , Stéphane Blanco , Nada Mourtaday , Yaniss Nyffenegger-Péré , Sébastien Lebonnois , Anni Määttänen
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引用次数: 0

Abstract

The study of planetary atmospheres and surfaces depends on integrating radiative transfer modelling with inversion techniques. Traditional radiative transfer models, which assume simplified geometries (e.g., parallel-plan approximation), are limited in accurately capturing the heterogeneous and spherical nature of planetary atmospheres and surfaces, especially in spectral ranges where the scattering effects are important. Numerous modelling strategies are available with full accuracy in the representation of 3D features, but coupling such realistic radiative transfer model with inversion techniques raises challenges in calculation time and gradient assessment. Thanks to the recent active research at the interface between statistical physics and computer graphics, we here tackle these challenges based on the propositions of null-collision (Galtier et al., 2013) and spatial partitioning of extinction-coefficients overestimates (Villefranque et al., 2019). Straightforwardly, these propositions are implemented here for planetary atmospheres and we also provide a slightly modified version of the algorithm that simultaneously estimates the radiance and its gradient with respect to the radiative properties (e.g., absorption coefficients, scattering coefficients and surface reflectivities). Gradient estimation preserves the insensitivity of calculation time to the geometric complexity. The method is applied to Titan. Its performance and limitations are discussed together with the perspectives of being integrated into the inversion routine of planetary data.
用蒙特卡罗方法同时估计球形非均质大气辐射传输模型中的辐射强度及其对辐射特性的敏感性:在土卫六上的应用
对行星大气和地表的研究依赖于将辐射传输模拟与反演技术相结合。传统的辐射传输模型假设了简化的几何形状(例如,平行平面近似),在准确捕捉行星大气和表面的非均匀性和球形特性方面受到限制,特别是在散射效应重要的光谱范围内。许多建模策略都可以完全准确地表示三维特征,但将这种真实的辐射传输模型与反演技术相结合,在计算时间和梯度评估方面提出了挑战。由于最近在统计物理学和计算机图形学之间的界面进行了积极的研究,我们在这里基于零碰撞命题(Galtier等人,2013)和消光系数高估的空间划分(Villefranque等人,2019)来解决这些挑战。直接地说,这些命题在这里适用于行星大气,我们还提供了一个稍微修改的算法版本,同时估计辐射特性(例如,吸收系数,散射系数和表面反射率)的辐射及其梯度。梯度估计保留了计算时间对几何复杂度的不敏感性。该方法适用于泰坦。讨论了它的性能和局限性,并展望了将其纳入行星数据反演程序的前景。
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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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