EFFICIENT RADAR TARGET RECOGNITION USING A COMBINATION OF RANGE PROFILE AND TIME-FREQUENCY ANALYSIS

被引:36
|
作者
Han, S. K. [2 ]
Kim, H. T. [2 ]
Park, S. H. [1 ]
Kim, K. T. [3 ]
机构
[1] Pukyong Natl Univ, Dept Elect Engn, Pusan 608737, South Korea
[2] Pohang Univ Sci & Technol, Dept Elect & Elect Engn, Pohang 790784, Kyoung Buk, South Korea
[3] Yeungnam Univ, Sch Elect & Comp Sci, Kyongsan 712749, Kyoung Buk, South Korea
关键词
PARTICLE SWARM OPTIMIZATION; FEATURES;
D O I
10.2528/PIER10071601
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a new hybrid classification method using both range profile (RP) and time-frequency image is proposed. The time-frequency image is obtained using the short-time Fourier transform before calculating the RP and this image is used for classification. 2-Dimensional Principal Components Analysis (2DPCA) is used to further compress the time-frequency image and to derive useful features from the image. The proposed method achieves a higher correct classification ratio than existing methods, especially when the signal-to-nosie ratio is low.
引用
收藏
页码:131 / 140
页数:10
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