Target Detection Using Radar in Heavy Sea Clutter by Polarimetric Analysis and Neural Network

被引:0
作者
Kim, Ji Eun [1 ]
Lee, Sang Min [1 ]
Lee, Seung-Phil [1 ]
Kim, SooBum [2 ]
Kim, Young-Soo [1 ]
Kim, Chan Hong [3 ]
机构
[1] POSTECH, Elect Engn, Pohang, South Korea
[2] Digitron Co Ltd, Songnam, South Korea
[3] Agcy Def Dev, Deajeon, South Korea
来源
ADVANCES IN NEURAL NETWORKS - ISNN 2014 | 2014年 / 8866卷
关键词
Polarimetric decomposition; Self-organizing map; IPIX Radar dataset; Kohenen map;
D O I
10.1007/978-3-319-12436-0_53
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To improve radar detection of targets in the presence of sea clutter, polarization decomposition analysis is used to output data to a neural network. To detect the target in heavy sea clutter, the received signal of each range bin is decomposed for polarimetric analysis. By applying the decomposed signal to the Self Organizing Map (SOM) network, the bin that contains the actual target range bin is identified. In simulations the algorithm located the target successfully in conditions of both mild and heavy clutter.
引用
收藏
页码:479 / 488
页数:10
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