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Volume 21 Issue 3
May  1999
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Zhang Yanning, Jiao Licheng. A LOCAL ADAPTIVE WAVELET AND GAUSS NEURAL NETWORK SYNTHESIS CLASSIFICATION SYSTEM[J]. Journal of Electronics & Information Technology, 1999, 21(3): 326-331.
Citation: Zhang Yanning, Jiao Licheng. A LOCAL ADAPTIVE WAVELET AND GAUSS NEURAL NETWORK SYNTHESIS CLASSIFICATION SYSTEM[J]. Journal of Electronics & Information Technology, 1999, 21(3): 326-331.

A LOCAL ADAPTIVE WAVELET AND GAUSS NEURAL NETWORK SYNTHESIS CLASSIFICATION SYSTEM

  • Received Date: 1997-06-05
  • Rev Recd Date: 1998-09-10
  • Publish Date: 1999-05-19
  • In this paper, an efficient engineering classification of ship noises based on a local adaptive wavelet and Gauss neural network synthesis classification system is presented. The classification systems combine two methods of feature extraction and classification, which are adaptive wavelet neural network and adaptive Gauss neural network. It is capable of learning new types of signals and not destroying the learned network. The classification system is used to extract automatically feature from and classify for noises radiated from actual three types of ships. The classified results are encouraging, and this method is proved to be superior and efficient engineering application in the future.
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  • Hassob J C, Chen C H. On constructing an expert system for contact, localization and tracking[J].Pattern Recognition.1985, 18(6):465-473[2]丁东译.一种基于神经网络的声呐目标分类系统.声学技术,1993, 12(2): 42-45.[3]Moore F. Passive sonar target recognition using a back-propagation neural network: [Thesis]. Monterey, California: Naval Post-graduate School, June, 1991.[4]富冬蕾.神经网络用于被动声呐信号分类研究:[硕士论文].西安:西北工业大学,1992年.[5]张艳宁,孙进才,等.一种基于自适应子波神经网络的船舶噪声分类方法.西安:西北工业大学学报,15(1): 120-124.[6]张艳宁,孙进才,等.用于船舶噪声分类的自适应局域高斯神经网络分类器.西安:西北工业大学学报,14(增刊):172-176.
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