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[电工技术] 基于改进Hilbert-Huang变换的电能质量扰动定位与分类

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admin 发表于 2025-1-27 16:30 | 查看全部 阅读模式

基于改进Hilbert-Huang变换的电能质量扰动定位与分类
摘要:为了精确实现电能质量扰动的定位和分类,提出了一种基于改进的Hilbert-Huang变换(Hilbert-Huang transform,HHT)的电能质量扰动辨识新方法。对传统HHT得到的幅频参数运用极值滑窗均值算法进行去极值均值化处理,提高了在Hilbert-Huang谱中判断扰动发生和结束时刻的精确性。通过新方法求出幅频曲线、Hilbert-Huang谱和Hilbert边际谱并从中提取扰动的频率成分、持续时间、电压幅值和Hilbert-Huang谱幅值4个特征量,以实现扰动的分类与辨识。仿真结果表明:改进HHT和决策树的结合不仅适用于单一扰动的定位与分类,对复杂非平稳扰动也能取得较好的效果,具备一定的抗噪能力。

Abstract:To accurately locate and classify the power quality disturbance, a novel improved Hilbert-Huang transform (abbr. HHT) based power quality disturbance method was proposed. The amplitude-frequency parameters obtained by traditional HHT were processed by the extreme value sliding window averaging algorithm to conduct the ridding the extremum value and equalization, so the accuracy of judging the time of occurrence and the time of end of the disturbances in Hilbert-Huang spectrum was improved. By means of the new method the amplitude-frequency curves, the Hilbert-Huang spectrum and Hilbert marginal spectrum were determined and from them four characteristic quantities of the disturbance, i.e., frequency components, durations, voltage amplitudes and the amplitude of Hilbert-Huang spectrum were extracted to implement the classification and identification of the disturbance. Simulation results show that the combination of improved HHT with decision-making tree not only suit to the location and classification of single disturbance, but also it can obtain good results for complex non-stationary disturbances, thus it possesses a certain noise-proof capability.

标题:基于改进Hilbert-Huang变换的电能质量扰动定位与分类
英文标题:Location and Classification of Power Quality Disturbances Based on Improved Hilbert-Huang Transform

作者:徐佳雄, 张明, 王阳, 程郴, 何顺帆,

关键词:电能质量扰动, HHT, 决策树, 定位, 分类,

发表日期:2021-08-10
2025-1-26 20:54 上传
文件大小:
2.72 MB
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60
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