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科技导报 | 研究论文 2011,29(21): 36-40
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科技导报 |研究论文 2011 , 29 (21) : 36 -40
基于小波熵的矿用齿轮箱振动信号相关去噪法
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刘强1, 苏荣华2
作者信息
    1. 辽宁工程技术大学机械工程学院,辽宁阜新 123000;2. 辽宁工程技术大学力学与工程学院,辽宁阜新 123000
De-noising Method of Vibration Signal for Mine Gearbox Based on Adaptive Wavelet Correlation Analysis
  • LIU Qiang1, SU Ronghua2
  • Affiliations
      1. College of Mechanical Engineering, Liaoning Technical University, Fuxin 123000, Liaoning Province, China;2. School of Mechanics and Engineering, Liaoning Technical University, Fuxin 123000, Liaoning Province, China
    出版时间: 2011-07-28 doi: 10.3981/j.issn.1000-7857.2011.21.005
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    利用真实信号小波系数相邻层间相关性强的特性,将基于小波熵的相关去噪法应用于矿用齿轮箱振动信号的处理,进行有用系数和噪声系数的划分,并对有用的小波系数进行重构,恢复原有真实信号,去噪过程中采用小波熵自适应设定阈值。为比较小波自适应相关去噪和硬阈值与传统相关性去噪的性能,分别对仿真信号和齿轮箱实测振动信号进行去噪处理,通过3种去噪方法的重构波形对比和信噪比与标准差的定量评价,以及实测信号的功率谱分析,表明小波熵相关去噪法有效提高了矿用齿轮箱振动信号的可信度。
    小波熵  /  矿用齿轮箱  /  相关性  /  去噪
    A de-noising method based on Adaptive Wavelet Correlation Analysis (AWCA) is attempted to be applied to the vibration signal for mine gearbox using characteristics of strongly correlative between adjacent layers of the wavelet coefficients of real signal. The wavelet coefficients can be divided into available coefficients and noise coefficients, and adaptive threshold method based on wavelet entropy is applied, the available coefficients are reconstructed to restore the original real signal after de-noising process. The method is applied to the simulated signal and vibration signal of mine gearbox respectively and is compared with methods of wavelet hard threshold and traditional correlation de-noising in the reconstructed waveforms, SNR and standard deviation, and the measured signal power spectral chart. The results indicate that the de-noising method based on AWCA can effectively remove noise and reserve available signal and can effectively improve the reliability of mine gearbox vibration signal.
    wavelet entropy  /  mine gearbox  /  correlation analysis  /  de-noising
    刘强;苏荣华. 基于小波熵的矿用齿轮箱振动信号相关去噪法. 科技导报, 2011 , 29 (21) : 36 -40 . DOI: 10.3981/j.issn.1000-7857.2011.21.005
    LIU Qiang;SU Ronghua. De-noising Method of Vibration Signal for Mine Gearbox Based on Adaptive Wavelet Correlation Analysis[J]. Science & Technology Review, 2011 , 29 (21) : 36 -40 . DOI: 10.3981/j.issn.1000-7857.2011.21.005

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    doi: 10.3981/j.issn.1000-7857.2011.21.005
    • 接收时间:2011-06-10
    • 首发时间:2011-07-28
    • 出版时间:2011-07-28
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    • 收稿日期:2011-06-10
    • 修回日期:2011-07-18
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    2种不同金属材料的力学参数

    Family
    属数
    Number of
    genus
    种数
    Number of
    species
    占总种数比例
    Percentage of
    total species (%)

    Genus
    种数
    Number of
    species
    占总种数比例
    Percentage of total
    species (%)
    鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
    小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
    多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
    红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
    小菇属 Mycena 11 5.26
    光柄菇属 Pluteus 5 2.39
    红菇属 Russula 17 8.13
    栓菌属 Trametes 5 2.39
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