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基于小波和进化网络的电能质量动态扰动自动识别 被引量:7

Auto recognition of power quality disturbance based on wavelet and genetic net
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摘要 提出了一种基于小波和进化网络的电能质量动态扰动自动识别方法。首先应用Daubechies 4小波对扰动波形进行分解,得到各个尺度上的小波系数,然后进行特征提取:采用遗传算法设计的模式特征分类器对扰动进行分类。实验表明该方法具有分类准确、网络学习速度快及收敛效果好等显著特点。 A novel approach to detect and classify various types of power quality disturbances is presented in this paper. The wavelet Daubechies 4 is used to decompose the signals containing disturbances. The character vectors are extracted through the wavelet coefficients in five scales. Using the Genetic Algorithm (GA) based on the neural network the pattern characters can be classified by the mode classifier. Computation results show that the proposed method has good performance both in speed and in accuracy.
出处 《华北电力大学学报(自然科学版)》 CAS 北大核心 2002年第3期1-4,共4页 Journal of North China Electric Power University:Natural Science Edition
基金 高等学校骨干教师资助计划资助(GG-470-10079-1001).
关键词 小波 进化网络 电能质量 动态扰动 自动识别 人工神经网络 电力系统 遗传算法 power quality disturbance recognition wavelet neural network genetic algorithm
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参考文献5

  • 1[1]Santoso S, Power E J, Grady M, et al. Power quality dis turbance waveform recognition using wavelet-based neural classifier: Part 1: Theoretical foundation [J]. IEEE Trans action on Power Delivery, 2000,15 (1): 222-228.
  • 2[2]Santoso S, Power E J, Grady M, et al. Power quality dis turbance waveform recognition using wavelet-based neural classifier: Part 2: Application [J]. IEEE Transaction on Power Delivery, 2000,15 (1): 229-235.
  • 3[3]Santoso S, Powers E J, Grady W M, et al. Power quality assessment via wavelet transform analysis [J]. IEEE Trans action on Power Delivery, 1996,11 (2): 924-929.
  • 4[4]Heydt G T, Galli A W. Transient power quality problems analyzed using wavelets [J]. IEEE Transaction on Power Delivery, 1997,12 (2): 908-915.
  • 5[5]Poisson O, Rional P, Meunier M. New signal processingtools Applied to power quality analysis [J]. IEEE Transaction on Power Delivery, 1999,14 (2): 561-566.

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