FREQUENCY-DIVERSITY RCS BASED TARGET RECOGNITION WITH ICA PROJECTION

被引:8
作者
Huang, C. -W. [1 ]
Lee, K. -C. [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Syst & Naval Mechatron Engn, Tainan 701, Taiwan
关键词
RADAR; PERFORMANCE; SIMULATION; NOISE;
D O I
10.1163/156939310793675763
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 frequency-diversity radar cross section (RCS) based target recognition scheme with independent component analysis (ICA) projection is proposed. The goal is to identify the similarity between the unknown and known targets through collected frequency-diversity RCS. Note that the unknown target means the test target and that known targets mean previously seen targets in a database. To enhance the recognition ability, frequency-diversity RCS data are projected into the ICA space, and the recognition is performed using features of ICA space. The ability to tolerate noise effects for proposed recognition scheme is also investigated. The frequency-diversity technique can greatly reduce the efforts of collecting RCS because only a small number of measuring locations are required to achieve accurate recognition. With the use of ICA projection, the recognition scheme will have good abilities in both discriminating targets and tolerating noise effects.
引用
收藏
页码:2547 / 2559
页数:13
相关论文
共 19 条
[1]   IMPROVING THE PERFORMANCE OF AN ANTENNA ARRAY BY USING RADAR ABSORBING COVER [J].
Abdelaziz, A. A. .
PROGRESS IN ELECTROMAGNETICS RESEARCH LETTERS, 2008, 1 :129-138
[2]  
[Anonymous], 2000, Pattern Classification
[3]  
Hebeish A. A., 2008, Progress In Electromagnetics Research B, V3, P219, DOI 10.2528/PIERB07121702
[4]   APPLICATION OF ICA TECHNIQUE TO PCA BASED RADAR TARGET RECOGNITION [J].
Huang, C-W ;
Lee, K-C .
PROGRESS IN ELECTROMAGNETICS RESEARCH-PIER, 2010, 105 :157-170
[5]  
Hyvärinen A, 2001, INDEPENDENT COMPONENT ANALYSIS: PRINCIPLES AND PRACTICE, P71
[6]   SIMULATION OF SPREAD SPECTRUM RADAR USING RAKE AT THE RECEIVER END [J].
Kandar, D. ;
Sarkar, C. K. ;
Bera, R. .
PROGRESS IN ELECTROMAGNETICS RESEARCH LETTERS, 2009, 7 :35-45
[7]   Efficient radar target classification using adaptive joint time-frequency processing [J].
Kim, KT ;
Choi, IS ;
Kim, HT .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 2000, 48 (12) :1789-1801
[8]   Improvement of moistness and texture of high omega-3 fatty acid mackerel nuggets by inclusion of moisture-releasing ingredients [J].
Lee, K. H. ;
Joaquin, H. ;
Lee, C. M. .
JOURNAL OF FOOD SCIENCE, 2007, 72 (02) :S119-S124
[9]  
Moon T.K., 2000, Mathematical Methods and Algorithms for Signal Processing
[10]   PERFORMANCE ANALYSIS OF BEAMFORMING FOR MIMO RADAR [J].
Qu, Y. ;
Liao, G. S. ;
Zhu, S. Q. ;
Liu, X. Y. ;
Jiang, H. .
PROGRESS IN ELECTROMAGNETICS RESEARCH-PIER, 2008, 84 :123-134