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基于小波变换和支持向量机的水下目标分类方法

刘健 刘忠

火力与指挥控制2011,Vol.36Issue(9):88-92,5.
火力与指挥控制2011,Vol.36Issue(9):88-92,5.

基于小波变换和支持向量机的水下目标分类方法

The Method of Underwater Target Classification Based on Wavelet Transform and Support Vector Machine

刘健 1刘忠1

作者信息

  • 1. 海军工程大学电子工程学院,武汉430033
  • 折叠

摘要

Abstract

Underwater target recognition, which possesses a crucial theoretic and application value, is a very important topic in the world. The basic principles of Wavelet Transform (WT),Multi-Resolution Analysis (MRA) and Support Vector Machine (SVM) are briefly introduced at first. Then the signals of ship radiated are preprocessed and filtered by WT and the energy feature parameters are extracted upon multi-scale subspace after WT. At last, the characteristic vector is established with normalization process and the signals are classified using SVM. The simulation experiment results demonstrate that, the ship radiated signals can be classified or recognized availably based on WT and SVM.

关键词

小波变换/特征提取/支持向量机/目标识别

Key words

wavelet transform,feature extraction,support vector machine,target recognition

分类

信息技术与安全科学

引用本文复制引用

刘健,刘忠..基于小波变换和支持向量机的水下目标分类方法[J].火力与指挥控制,2011,36(9):88-92,5.

基金项目

海军工程大学白然科学基金资助项目(HGDJJ2008029) (HGDJJ2008029)

火力与指挥控制

OA北大核心CSCDCSTPCD

1002-0640

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