A novel wind turbine de-noising method based on the Genetic Algorithm optimal Mexican hat wavelet

被引:0
|
作者
Liu, W. Y. [1 ]
Gao, Q. W. [1 ]
Zhang, Y. [1 ]
机构
[1] Jiangsu Normal Univ, Sch Mech & Elect Engn, Xuzhou 221116, Peoples R China
关键词
Wind turbine; De-noising; Mexican hat wavelet; Genetic Algorithm (GA);
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposed a new wind turbine de-noising method based on the Genetic Algorithm (GA) optimal Mexican hat wavelet. The filtering characteristic of the Mexican hat wavelet is studied first and then improved with two shape changing parameters. The GA is introduced to optimize the shape parameters by the selection, genetic and replacement process. The scale factor in the wavelet transform (WT) is then optimized using the same arithmetic. Finally the optimal Mexican hat wavelet and the scale factor are applied in the continue wavelet transform to extract the useful features of the analyzed signal. The experiment results using the real wind turbine gearbox vibration signal proved the effectiveness and validity of the new method.
引用
收藏
页码:1003 / 1006
页数:4
相关论文
共 50 条
  • [1] The optimal Mexican hat wavelet filter de-noising method based on cross-validation method
    Liu, W. Y.
    Han, J. G.
    NEUROCOMPUTING, 2013, 108 : 31 - 35
  • [2] A new de-noising technique for spectra based on Mexican Hat Wavelet
    Wang, Y
    Mo, JY
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2005, 25 (01) : 124 - 127
  • [3] A new de-noising technique for spectra based on Mexican Hat Wavelet
    Wang, Ying
    Mo, Jin-Yuan
    Guang Pu Xue Yu Guang Pu Fen Xi/Spectroscopy and Spectral Analysis, 2005, 25 (01): : 124 - 127
  • [4] A de-noising method based on wavelet
    Song, DZ
    He, JX
    Wavelet Analysis and Active Media Technology Vols 1-3, 2005, : 1108 - 1113
  • [5] A wavelet-based genetic algorithm for compression and de-noising of chromatograms
    Shao, XG
    Yu, F
    Kou, HB
    Cai, WS
    Pan, ZX
    ANALYTICAL LETTERS, 1999, 32 (09) : 1899 - 1915
  • [6] New de-noising algorithm based on wavelet transform
    Zhang, Ji-Xian
    Zhong, Qiu-Hai
    Dai, Ya-Ping
    2003, Beijing Institute of Technology (23):
  • [7] A Mallat Based Wavelet ECG De-noising Algorithm
    Zhang Sheng
    Gao Jie
    Yang Jie
    Yu Shun
    INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY, PTS 1-4, 2013, 263-266 : 2267 - 2270
  • [8] Stationary lifting wavelet de-noising method based on optimal decomposition level
    Zhang, Xian
    Wang, Hong-Li
    Gaodianya Jishu/High Voltage Engineering, 2009, 35 (03): : 501 - 508
  • [9] SIGNAL DE-NOISING METHOD BASED ON PARTICLE SWARM ALGORITHM AND WAVELET TRANSFORM
    Wu, Zhuang
    TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2014, 21 (05): : 1001 - 1008
  • [10] A Novel Wavelet De-noising Algorithm and Its FPGA Implementation
    Yang, Lan
    Zhao, Xiang-mo
    Hui, Fei
    Shi, Xin
    2ND INTERNATIONAL SYMPOSIUM ON COMPUTER NETWORK AND MULTIMEDIA TECHNOLOGY (CNMT 2010), VOLS 1 AND 2, 2010, : 148 - 152