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A real-time classification method of power quality disturbances

机译:电能质量扰动的实时分类方法

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摘要

This paper describes a real-time classification method of power quality (PQ) disturbances. With an acceptable computation burden, both the elementary parameters of the power signal and the types of the disturbances in the power signal are obtained easily. The proposed method addresses the selection of discriminative features for detection and classification of PQ disturbances. Five distinguished time-frequency statistical features of PQ disturbances are extracted using RMS (root-mean-square) method and discrete Fourier transform (DFT). Using a rule-based decision tree (RBDT), the nine types of PQ disturbances can be recognized easily and there is no need to use other complicated classifiers. Finally, the proposed method is tested using the simulated waveforms. And some preliminary experimental results of the accuracy characterization of an initial development instrument are reported. The simulation and application results validate the accuracy and efficiency of the proposed method.
机译:本文介绍了电能质量(PQ)干扰的实时分类方法。以可接受的计算负担,容易获得功率信号的基本参数和功率信号中的干扰类型。所提出的方法解决了用于检测和分类PQ干扰的判别特征的选择。使用RMS(均方根)方法和离散傅里叶变换(DFT)提取了PQ扰动的五个显着的时频统计特征。使用基于规则的决策树(RBDT),可以轻松识别9种类型的PQ干扰,并且无需使用其他复杂的分类器。最后,使用仿真波形对提出的方法进行了测试。并报告了初步开发工具的精度表征的一些初步实验结果。仿真和应用结果验证了该方法的准确性和有效性。

著录项

  • 来源
    《Electric power systems research》 |2011年第2期|p.660-666|共7页
  • 作者单位

    College of Electronics and Information Engineering, Wuhan Textile University, Wuhan, Hubei 430074, PR China,College of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, PR China;

    College of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, PR China;

    College of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, PR China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    power quality (pq) disturbances; rule-based decision tree (rbdt); real-time; rms (root-mean-square); discrete fourier transform (dft);

    机译:电能质量(pq)干扰;基于规则的决策树(rbdt);实时;均方根值(均方根);离散傅立叶变换(dft);

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