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基于VMD和脉冲因子的水轮机摆度信号特征提取分析

VMD and pulse factor-based analysis on characteristic extraction of hydro-turbine swing signal

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【作者】 陈万涛李德忠赵志炉杨金健孙志翔

【Author】 CHEN Wantao;LI Dezhong;ZHAO Zhilu;YANG Jinjian;SUN Zhixiang;Huazhong University of Science and Technology;Zhelin Hydropower Station of State Grid Jiangxi Electric Power Company Limited;

【通讯作者】 李德忠;

【机构】 华中科技大学能源与动力工程学院国网江西省电力有限公司柘林水电厂

【摘要】 作为水电机组运行状况的基本判据,水轮机的水导摆度信号是水电站运行研究中的重点课题。为研究更好的提取水轮机摆度信号特征,针对现场采集的水轮机水导摆度信号中出现的异常尖峰成分,提出一种基于变分模态分解和脉冲因子的水轮机摆度信号特征提取方法,并介绍了其基本原理及求解步骤。首先,使用VMD对原始信号进行分解,分离出不同成分的变分模态分量(简称模态分量)。然后,计算每个模态分量的脉冲因子值并设定脉冲因子的标准值。最后,将超出该值的模态分量去除,并将剩余的分量进行重构,获得除去异常尖峰成分后的重组信号。通过对仿真信号以及实际信号的分析,该方法可以将水导摆度信号中的异常尖峰成分去除,并对相关物理特征进行有效地提取。最后得出结论:(1)变分模态分解可以将水导摆度信号中的异常尖峰成分分解在各个模态中;(2)以脉冲因子作为脉冲能量指标,能够将含有少量噪声的模态提取出来。研究成果可为水轮机的设计和数值模拟提供参考。

【Abstract】 As the basic criteria for the operation condition of hydropower unit, the water guiding system swing signal of hydro-turbine is the key issue in the study made on the operation of hydropower station. In order to study how to better extract the characteristics of hydro-turbine swing signal, a variational modal decomposition and pulse factor-based method for extracting the swing signal of hydro-turbine is proposed herein for the abnormal peak components occurred in water guiding system swing signal of hydro-turbine collected in situ, and then its basic principle and solving procedure are described as well. At first, the initial signal is decomposed with VMD for separating out the variational modal components of different components(abbreviated as modal components). Afterwards, the values of the pulse factors of all the modal components are calculated, while the standard values of the pulse factors are set. Finally, the modal components beyond the values are removed, while the remaining components are reconstructed to obtain the reconstructed signals after removing the abnormal peak components. Through the analysis on both the simulated signal and the actual signal, the abnormal peak components in the water guiding system swing signal can be removed, and then the relevant physical characteristics can be effectively extracted. At last, it is concluded that(1) the abnormal peak components in the water guiding system swing signal can be decomposed into all the modes by the variational modal decomposition;(2) the mode with a small amount of noise can be extracted by taking the pulse factor as the pulse energy index. The study result can provide a reference for the design of hydro-turbine as well as its numerical simulation.

  • 【文献出处】 水利水电技术 ,Water Resources and Hydropower Engineering , 编辑部邮箱 ,2019年04期
  • 【分类号】TV738
  • 【被引频次】6
  • 【下载频次】168
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