Particle swarm optimization for radar target recognition and modeling

被引:0
|
作者
Jouny, Ismail [1 ]
机构
[1] Lafayette Coll, ECE Dept, Easton, PA 18042 USA
来源
AUTOMATIC TARGET RECOGNITION XVIII | 2008年 / 6967卷
关键词
particle swarm; target identification; radar signature modeling;
D O I
10.1117/12.779092
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a radar target identification system using down range profile radar signatures. The recognition is performed using a multi-layer perceptron trained via particle swarm optimization (PSO). The recognition results are compared with those obtained using back propagation training. The paper also uses PSO for modeling target signatures and extracting target scattering centers assuming that they can be modeled as an auto regressive moving average model. Real radar signatures of commercial aircraft are used to assess the performance of the techniques proposed. The results focus on comparing PSO based techniques with others used for target modeling and recognition.
引用
收藏
页数:8
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