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Precise algorithm for frequency estimation under dynamic and step-change conditions

机译:动态和阶跃变化条件下的精确频率估计算法

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摘要

To achieve fast-response frequency estimation under step-change dynamics as well as accurate frequency estimation under slowly varying dynamics, a dynamic-model-based frequency estimation with step-change detection (DFESD) algorithm is proposed in this study. In DFESD, the derivative of the initial phasor estimation, which is obtained from short-time Fourier transform and the first-order Taylor-expansion phasor model, is used to detect the step changes in signals. Then, the initial estimations are adaptively selected by the data-selection strategy to estimate the frequency, of which the estimation is based on a high-order Taylor-expansion model to express the dynamic characteristics in signal. DFESD is a Taylor-expansion-based algorithm and it avoids the states mixture of both pre- and post- step-change data within one long data window, so it can track the frequency accurately under slowly varying dynamics and give fast-response estimation under step-change dynamics. Performance of the proposed algorithm is evaluated by computer-simulated and electromagnetic transients including DC (EMTDC) generated signals, and the results prove the efficiency of DFESD for accurate or fast-response frequency estimation under various test cases.
机译:为了实现在阶跃变化动态条件下的快速响应频率估计以及在缓变动力学条件下的准确频率估计,本文提出了一种基于动态模型的带阶跃变化检测的频率估计算法。在DFESD中,从短时傅立叶变换和一阶泰勒展开相量模型获得的初始相量估计的导数用于检测信号的阶跃变化。然后,通过数据选择策略自适应地选择初始估计以估计频率,该估计基于高阶泰勒展开模型来表达信号的动态特性。 DFESD是一种基于泰勒展开的算法,它避免了在一个较长的数据窗口内将阶跃变化前和阶跃变化后数据的状态混合在一起,因此它可以在缓慢变化的动态情况下准确跟踪频率,并在快速变化的情况下给出快速响应估计阶跃变化动力学。通过计算机仿真和电磁瞬变(包括DC(EMTDC)生成的信号)评估了该算法的性能,结果证明了DFESD在各种测试情况下进行准确或快速响应频率估计的效率。

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