• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

Sun, Guangmin (Sun, Guangmin.) (学者:孙光民) | Wang, Jing (Wang, Jing.) | Qin, Shengfeng (Qin, Shengfeng.) | Na, Jingfang (Na, Jingfang.)

收录:

EI Scopus SCIE

摘要:

One-dimension range profile has recently been widely used as recognition feature in radar target recognition since it can be extracted easily. However, the one-dimension range profile of a target has strong dependence on the aspect-angle of the target because it is based on the model of scattering centers. On the other hand, the different classes of target samples overlap each other in the feature space, so satisfactory recognition results cannot be obtained directly for the targets under whole posture. In order to improve the recognition performance of systems based on one-dimension range profile, a method of radar target recognition based on the multi-resolution analysis theory and neural network is presented. Firstly, one-dimension range profile features under various resolutions are obtained by using multi-resolution analysis. Then, the tree-structured cascade SOM network - a hybrid neural network on the basis of the multi-resolution analysis theory and self-organizing map (SOM) - has been used as the classifier to make multi-grade judgment and recognition gradually for the one-dimension range profile features. The experimental results show that the average correct recognition rate for three kinds of targets - a propeller aircraft, a little jet aircraft and a large jet aircraft - with 0-180 degrees Posture variation in aspect-angle is up to 92.97%. (C) 2008 Published by Elsevier B.V.

关键词:

Neural networks Radar target recognitions Wavelet transforms

作者机构:

  • [ 1 ] [Sun, Guangmin]Beijing Univ Technol, Dept Elect Engn, Beijing 100022, Peoples R China
  • [ 2 ] [Wang, Jing]Beijing Univ Technol, Dept Elect Engn, Beijing 100022, Peoples R China
  • [ 3 ] [Na, Jingfang]Beijing Univ Technol, Dept Elect Engn, Beijing 100022, Peoples R China
  • [ 4 ] [Qin, Shengfeng]Brunel Univ, Sch Engn & Design, Uxbridge UB8 3PH, Middx, England

通讯作者信息:

  • 孙光民

    [Sun, Guangmin]Beijing Univ Technol, Dept Elect Engn, Beijing 100022, Peoples R China

电子邮件地址:

查看成果更多字段

相关关键词:

相关文章:

来源 :

PATTERN RECOGNITION LETTERS

ISSN: 0167-8655

年份: 2008

期: 16

卷: 29

页码: 2109-2115

5 . 1 0 0

JCR@2022

ESI学科: ENGINEERING;

JCR分区:2

被引次数:

WoS核心集被引频次: 9

SCOPUS被引频次: 15

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

近30日浏览量: 0

在线人数/总访问数:181/4557280
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司