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首页> 外文期刊>International Journal of Electrical Power & Energy Systems >Robust frequency estimation of unbalanced power system using a phase angle error based least mean kurtosis algorithm
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Robust frequency estimation of unbalanced power system using a phase angle error based least mean kurtosis algorithm

机译:基于相角误差的最小均值峰度算法对不平衡电力系统进行稳健的频率估计

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摘要

In this paper, an augmented (widely linear) complex Least Mean Kurtosis (WL-LMK) algorithm that uses the negated kurtosis of the phase angle error instead of the conventional magnitude error is proposed for robust frequency estimation of three-phase power systems. The motivation of the proposed method is based on two underlying facts. First, it is primarily the phase rather than the amplitude that conveys useful information in frequency estimation. Second, the negated kurtosis based cost function is computationally efficient and most celebrated in applications where the noise contamination degrades the performance of the classical adaptive filtering algorithms. To further achieve robust frequency estimation for both balanced and unbalanced conditions, the proposed method makes use of the full second-order information within the complex-valued system voltage through the Clarke's alpha beta transformation and the concept of augmented complex statistics and widely linear modelling. The estimation performance of the proposed method is evaluated for several critical cases that often arise in power system. Simulation results of both synthetic cases and experimental studies show that the proposed method achieves more accurate frequency estimates than its developed widely linear counterparts in the literature.
机译:本文针对三相电力系统的鲁棒性频率估计,提出了一种使用相角误差的求反峰而不是常规幅度误差的增强的(广义线性)最小均方峰(WL-LMK)算法。所提出的方法的动机是基于两个基本事实。首先,在频率估计中传达有用信息的主要是相位而不是振幅。其次,基于否定峰度的成本函数在计算上是高效的,并且在噪声污染使传统自适应滤波算法的性能下降的应用中倍受赞誉。为了进一步实现平衡和不平衡条件下的稳健频率估计,所提出的方法通过Clarke的alpha beta变换以及增强的复杂统计量和广泛的线性建模概念,利用了复值系统电压内的全部二阶信息。针对电力系统中经常出现的几种关键情况,评估了所提出方法的估计性能。综合案例和实验研究的仿真结果表明,与文献中广泛开发的线性对应方法相比,该方法可实现更准确的频率估算。

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