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A fair review of non-parametric bias-free autocorrelation and spectral methods for randomly sampled data in laser Doppler velocimetry

机译:对激光多普勒测速器中随机采样数据的非参数偏见自相关和光谱方法的公平回顾

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摘要

This paper presents a comparison of currently available methods for non-parametric and bias-free estimation of the autocorrelation function and power spectral density from randomly sampled data. The primary motivation is the processing of velocity data obtained using laser Doppler techniques in turbulent flows. However, the methods are applicable to various other cases of random sampling, including those with small deviations from the ideal Poisson process. Whilst these methods have been compared in the literature before, a fair comparison of their relative performance requires that they be tested under identical conditions. This includes identical use of special processing options and identical processing parameters. This has not been achieved in the literature to date. An example application on publicly available laser Doppler data shows agreement between the results obtained with the different methods. Under this fair comparison, the methods converge in terms of their systematic and random errors, indicating that they are comparably efficient at using the available information content of the randomly sampled signal. The results also identify that the available methods are interchangeable and indicate a possible replacement for the current best-practice procedure in the laser Doppler community. (C) 2018 Elsevier Inc. All rights reserved.
机译:本文介绍了当前可用方法,用于从随机采样数据的自相关函数和功率谱密度的非参数和无偏见估计的可用方法。主要动机是在湍流流动中使用激光多普勒技术获得的速度数据的处理。然而,这些方法适用于各种随机抽样情况,包括与理想泊松过程中偏差小的案例。虽然这些方法在文献中进行了比较之前,但其相对性能的公平比较要求它们在相同的条件下进行测试。这包括特殊处理选项和相同处理参数的相同使用。迄今为止,这尚未实现文献中的效果。公开可用的激光多普勒数据上的示例应用程序显示了使用不同方法获得的结果之间的协议。在这种公平的比较下,该方法在其系统和随机误差方面会聚,表明它们在使用随机采样信号的可用信息内容时具有相对有效的。结果还确定了可用的方法是可互换的,并表明激光多普勒社区中当前最佳实践程序的可能更换。 (c)2018年Elsevier Inc.保留所有权利。

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