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Assessment of Surface-Layer Coherent Structure Detection in Dual-Doppler Lidar Data Based on Virtual Measurements

机译:基于虚拟测量的双多普勒激光雷达数据表层相干结构检测评估

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摘要

Dual-Doppler lidar has become a useful tool to investigate the wind-field structure in two-dimensional planes. However, lidar pulse width and scan duration entail significant and complex averaging in the resulting retrieved wind-field components. The effects of these processes on the wind-field structure remain difficult to investigate with in situ measurements. Based on high resolution large-eddy simulation (LES) data for the surface layer, we performed virtual dual-Doppler lidar measurements and two-dimensional data retrievals. Applying common techniques (integral length scale computation, wavelet analysis, two-dimensional clustering of low-speed streaks) to detect and quantify the length scales of the occurring coherent structures in both the LES and the virtual lidar wind fields, we found that, (i) dual-Doppler lidar measurements overestimate the correlation length due to inherent averaging processes, (ii) the wavelet analysis of lidar data produces reliable results, provided the length scales exceed a lower threshold as a function of the lidar resolution, and (iii) the low-speed streak clusters are too small to be detected directly by the dual-Doppler lidar. Furthermore, we developed and tested a method to correct the integral scale overestimation that, in addition to the dual-Doppler lidar, only requires high-resolution wind-speed variance measurements, e.g. at a tower or energy balance station.
机译:双多普勒激光雷达已成为研究二维平面中风场结构的有用工具。但是,激光雷达脉冲宽度和扫描持续时间需要对所得的风场分量进行显着且复杂的平均。这些过程对风场结构的影响仍然难以通过原位测量进行研究。基于表面层的高分辨率大涡模拟(LES)数据,我们执行了虚拟双多普勒激光雷达测量和二维数据检索。应用通用技术(整体长度尺度计算,小波分析,低速条纹的二维聚类)来检测和量化LES和虚拟激光雷达风场中出现的相干结构的长度尺度,我们发现,( i)由于​​固有的平均过程,双多普勒激光雷达测量高估了相关长度,(ii)激光雷达数据的小波分析产生了可靠的结果,但前提是长度标尺超过了作为激光雷达分辨率的函数的下限阈值,并且(iii)低速条纹簇太小,无法用双多普勒激光雷达直接检测到。此外,我们开发并测试了一种校正积分比例尺过高估计的方法,该方法除了双多普勒激光雷达外,仅需要高分辨率的风速方差测量,例如在塔或能量平衡站。

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