Parameter Sensitivity and Statistical Correlation Found in Atmospheric Turbulence Studies

Luis F. Rodriguez, Vinod Kumar, Arturo Rodríguez, V. Kotteda, V. Gudimetla, J. Munoz
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Abstract

We have simulated atmospheric turbulence at several instances of possible laser propagation paths and turbulent flow regime regions within the area of interest. At a control volume that is in between two Hawaii mountains. We have applied statistical correlations between Large-Eddy Simulations results using CFD modeling and parametrizing optical variables of interest, such as refractive index structure function. By comparing our Large-Eddy Simulations with specified parameters against other Large-Eddy Simulations with almost all same parameters except for one allows us to perform a sensitivity study. To study the changes on how a parameter can affect other scenarios of Large-Eddy Simulations parametric studies. With the end goal of validating the capacity of a sensitivity analysis study using Large-Eddy Simulations versus other Large-Eddy Simulations by a way of simulating and parametrizing turbulent flow studies found in the field of CFD modeling. Allowing us to achieve our stochastic analysis by applying sensitivity studies to see how our distributions change as a function of different parameters, but one at a time. After a comparison between CFD modelling simulations we have found that after a complete parametric study, a correlation was formed between turbulent flow parameters and optical parameters of interest.
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大气湍流研究中的参数敏感性和统计相关性
我们在感兴趣的区域内模拟了几个可能的激光传播路径和湍流流态区域的大气湍流。位于两座夏威夷山脉之间的控制体量。我们利用CFD建模和参数化感兴趣的光学变量(如折射率结构函数),应用了大涡模拟结果之间的统计相关性。通过将我们的具有特定参数的大涡模拟与其他具有几乎所有相同参数的大涡模拟进行比较,我们可以进行灵敏度研究。研究一个参数的变化如何影响大涡模拟参数研究的其他情景。最终目标是通过CFD建模领域中湍流研究的模拟和参数化方法,验证使用大涡模拟与其他大涡模拟的敏感性分析研究的能力。允许我们通过应用敏感性研究来实现随机分析,看看我们的分布是如何作为不同参数的函数变化的,但一次一个。通过CFD模拟结果的对比,我们发现,经过完整的参数研究,湍流参数与感兴趣的光学参数之间形成了相关性。
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