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Dealing with linearly variable magnitudes in fourier and wavelet packet transform frameworks

机译:处理傅里叶和小波包变换框架中线性可变量大

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The paper deals with the analysis using Wavelet Packet Transform (WPT) and Fast Fourier Transform (FFT) of synthetically generated signals. The signals are initially sine waves of 10 periods with linearly decreasing/increasing magnitude M. M varies according to a constant slope G. The studied absolute difference between the final and initial values of M belongs to the set {2,5, 5, 7.5 and 10}% from the initial M. Harmonics whose magnitudes (HM) are proportional to M are also generated. Three RMS parameters (fundamental, distorting and total, symbolized by PQI) are calculated for two sampling rates (197 and 1576 samples per period). Firstly brief information about the algorithms and generated signals are given. Afterward details on the techniques used for the evaluation of PQI are provided. Results of the PQI evaluation for the generated signals by using both FFT and WPT are presented focusing on the maximum absolute values of percent relative errors (MAVPRE). Low levels of MAVPRE were obtained, proving that both FFT and WPT provide reliable results when applied in a proper manner. None of the methods can be declared superior to the other considering MAVPRE. Usually higher errors are yielded when M falls as compared to a raising M.
机译:本文涉及使用单合成信号的小波包变换(WPT)和快速傅里叶变换(FFT)的分析。最初,信号是10个周期的正弦波,其线性减小/增加幅度M. m根据恒定的斜率G而变化。M的最终和初始值之间的研究绝对差异属于设定{2,5,5,7.5还生成了从初始M.谐波的10}%。也产生了其大小(HM)与M成比例的谐波。计算三个RMS参数(由PQI符号化的基本,扭曲和总计),用于两个采样率(每周为197和1576个样本)。首先,给出了有关算法和生成信号的简要介绍。提供了关于评估PQI的技术的后缀细节。通过使用FFT和WPT对生成信号的PQI评估结果侧重于相对误差百分比(MAVPRE)的最大绝对值。获得低水平的MAVPRE,证明了FFT和WPT在以适当的方式施用时提供可靠的结果。考虑Mavpre,否都不能宣布优于另一个方法。通常与升高的M相比,当M倒塌时,通常会产生更高的误差

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