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首页> 外文期刊>Journal of Applied Spectroscopy >Multifrequency Lidar Probing of the Microstructure of Multicomponent Urban Aerosols
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Multifrequency Lidar Probing of the Microstructure of Multicomponent Urban Aerosols

机译:多组分城市气溶胶微观结构的多频激光雷达探测

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摘要

We consider the inverse problem of recovering the microstructure of multicomponent urban aerosols from lidar signals measured at lambda = 0.355, 0.532, 1.064, and 1.5 mu m. To solve this problem, we use a regression method based on previously constructed regression relations between the optical and microstructural parameters of the aerosol, and a numerical method including parametrization of the particle size distribution and regularization with selection of the regularization parameter using the residual. With closed numerical modeling, we show that it is possible to recover the mass concentrations of particles of sizes a parts per thousand currency sign1 mu m, a parts per thousand currency sign2.5 mu m, and a parts per thousand currency sign10 mu m (respirable particles). The regression method for solving the inverse problem is significantly more robust than its iterative analog relative to variations in the complex refractive indices of the aerosol components and uncertainties in the optical measurements. We have obtained equations for multiple regressions between the mass concentrations of respirable aerosol fractions and the spectral extinction coefficients of the aerosol, allowing us to interpret the data from multifrequency lidar probing with minimal use of a priori information. We have carried out a numerical experiment on lidar probing of the microstructure of aerosol in the background atmosphere and in a smoke plume using the regressions obtained, demonstrating the possibility of complete automation of the measurement process.
机译:我们考虑了反过来的问题,即从在λ= 0.355、0.532、1.064和1.5μm的激光雷达信号中恢复多组分城市气溶胶的微观结构。为了解决这个问题,我们使用了一种基于先前构造的气溶胶的光学和微观结构参数之间的回归关系的回归方法,以及一种包括对粒度分布进行参数化和使用残差选择正则参数进行正则化的数值方法。通过封闭的数值模型,我们表明可以回收以下大小的颗粒的质量浓度:千分之一货币符号1微米,千分之一货币符号2.5微米和千分之一货币符号10微米(可吸入颗粒)。相对于气溶胶成分的复数折射率的变化和光学测量的不确定性,用于解决反问题的回归方法比其迭代模拟方法更加强大。我们获得了可吸入气溶胶级分的质量浓度与气溶胶的光谱消光系数之间的多元回归方程,从而使我们能够以最少的先验信息来解释多频激光雷达探测的数据。我们使用获得的回归进行了激光雷达探测背景大气和烟羽中气溶胶微结构的数值实验,证明了测量过程完全自动化的可能性。

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