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采用自适应背景减法的相干风多普勒激光雷达的风廓线测量

Wind profiling for a coherent wind Doppler lidar by an auto-adaptive background subtraction approach.

作者信息

Wu Yanwei, Guo Pan, Chen Siying, Chen He, Zhang Yinchao

出版信息

Appl Opt. 2017 Apr 1;56(10):2705-2713. doi: 10.1364/AO.56.002705.

Abstract

Auto-adaptive background subtraction (AABS) is proposed as a denoising method for data processing of the coherent Doppler lidar (CDL). The method is proposed specifically for a low-signal-to-noise-ratio regime, in which the drifting power spectral density of CDL data occurs. Unlike the periodogram maximum (PM) and adaptive iteratively reweighted penalized least squares (airPLS), the proposed method presents reliable peaks and is thus advantageous in identifying peak locations. According to the analysis results of simulated and actually measured data, the proposed method outperforms the airPLS method and the PM algorithm in the furthest detectable range. The proposed method improves the detection range approximately up to 16.7% and 40% when compared to the airPLS method and the PM method, respectively. It also has smaller mean wind velocity and standard error values than the airPLS and PM methods. The AABS approach improves the quality of Doppler shift estimates and can be applied to obtain the whole wind profiling by the CDL.

摘要

自适应背景减法(AABS)被提出作为一种用于相干多普勒激光雷达(CDL)数据处理的去噪方法。该方法是专门针对低信噪比情况提出的,在这种情况下CDL数据会出现漂移功率谱密度。与周期图最大值(PM)和自适应迭代重加权惩罚最小二乘法(airPLS)不同,所提出的方法呈现出可靠的峰值,因此在识别峰值位置方面具有优势。根据模拟数据和实测数据的分析结果,所提出的方法在最远可探测范围内优于airPLS方法和PM算法。与airPLS方法和PM方法相比,所提出的方法分别将探测范围提高了约16.7%和40%。它的平均风速和标准误差值也比airPLS和PM方法小。AABS方法提高了多普勒频移估计的质量,可应用于通过CDL获取整个风廓线。

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