• 中国科技核心期刊
  • Scopus收录期刊
  • DOAJ收录期刊
  • JST收录期刊
  • Euro Pub收录期刊
YIN Xi-peng, FAN Yang-yu, DUAN Zhe-min, CHENG Wei. Noise Reduction of Torpedo Ultrasonic Fuze Signal Processing Based on Self-Adaptive Wavelet Neural Network[J]. Journal of Unmanned Undersea Systems, 2009, 17(5): 019-22. doi: 10.11993/j.issn.1673-1948.2009.05.005
Citation: YIN Xi-peng, FAN Yang-yu, DUAN Zhe-min, CHENG Wei. Noise Reduction of Torpedo Ultrasonic Fuze Signal Processing Based on Self-Adaptive Wavelet Neural Network[J]. Journal of Unmanned Undersea Systems, 2009, 17(5): 019-22. doi: 10.11993/j.issn.1673-1948.2009.05.005

Noise Reduction of Torpedo Ultrasonic Fuze Signal Processing Based on Self-Adaptive Wavelet Neural Network

doi: 10.11993/j.issn.1673-1948.2009.05.005
  • Received Date: 2009-07-07
  • Rev Recd Date: 2009-07-31
  • Publish Date: 2009-11-30
  • To remove the noise signal effectively in processing torpedo ultrasonic fuze signal, wavelet theory and artificial neural network are introduced simultaneously, and the construction method of self-adaptive wavelet neural network is given. Better fitting signal is achieved by adopting orthogonal Daubechies wavelet group and optimizing the scale parameter. Simulation result shows that this wavelet neural network can effectively suppress noise from ultrasonic fuze signal with less distortion, leading to reduction of target misjudgment and misdetection of torpedo.

     

  • loading
  • [1]
    陈喜, 蒋涛, 李雄飞. 鱼雷主动超声引信陆上仿真及其实现[J]. 鱼雷技术, 2008, 16(5):34-37.

    Chen X,Jiang T,Li X F.Implementation of On-land Simulation of Torpedo Active Ultrasonic Fuze.Torpedo Technology,2008, 16(5):34-37.
    [2]
    张建生 钢层下多层橡胶界面脱粘的超声检测信号处理技术研究[D]. 北京:中国科学院, 2000.
    [3]
    张德干,郝先臣,徐凌宇,等.基于小波理论的数据挖掘方法研究[J]. 小型微型计算机系统,2001,22(8): 946-949.

    Zhang D G,Hao X C,Xu L Y,et al.Researches of Data Mining Based on Wavelet Theories[J].Journal of Chinese Computer Systems,2001,22(8):946-949.
    [4]
    Zhang J,Walter G G,Miao Y B,et al.Wavelet Neural Networks for Function Learning [J]. IEEE Transactions on Signal Processing,1995,43(6):1485-1497.
    [5]
    Shi Y W,Chen J Z.Wavelet Analysis of Ultrasonic A-Scan Signal of Solid-State Welded Joints[J]. China Welding, 2000, 9 (1):20-27.
    [6]
    Yin S R,Chen G J,Xie Y L.Wavelet Neural Network Based Fault Diagnosis in Nonlinear Analog Circuits [J]. Journal of Systems Engineering and Electronics, 2006, 17(3): 521-526.
    [7]
    Xiong H,Sun C X.Artificial Immune Network Classification Algorithm for Fault Diagnosis of Power Transformer[J]. IEEE Trans on Power Delivery, 2007, 22(2): 930-935.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article Views(1890) PDF Downloads(697) Cited by()
    Proportional views
    Related
    Service
    Subscribe

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return