A Compound Gaussian Based Waveform Design Approach for Enhanced Target Detection in Multistatic Radar Imaging

被引:2
|
作者
Idriss, Zacharie [1 ,2 ]
Raj, Raghu G. [2 ]
Narayanan, Ram M. [1 ]
机构
[1] Penn State Univ, Sch Elect & Comp Engn, University Pk, PA 16802 USA
[2] US Naval Res Lab, Radar Div, Washington, DC 20375 USA
来源
RADAR SENSOR TECHNOLOGY XXIII | 2019年 / 11003卷
关键词
Multistatic Radar; Compound Gaussian; Waveform Design; Mutual Information; Sparse Reconstruction; MEAN-SQUARE ERROR; MUTUAL INFORMATION; SCALE MIXTURES; STATISTICS;
D O I
10.1117/12.2522428
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Much work has been done designing transmit waveforms for target identification, classification, and detection. In addition, these have also been studied in both single and multiple-antenna scenarios. In this work, we study the construction of a waveform when multiple radar sensors are used to image a target scene. The scene is assumed to have a prior distribution given by a Compound Gaussian (CG)-a model that has proven very useful in the field of image processing. Waveform optimization is done with the objective of optimizing mutual information, while reconstruction was performed using sparsity based reconstruction techniques. In our work, the waveform is tailored for a particular target of interest in the scene while suppressing the clutter. Using our waveform techniques, we demonstrate statistically significant improvements in the quality of the reconstructed image in peak signal-to-noise ratio (PSNR) and structural similarity index metric (SSIM). We validate our algorithms using the MSTAR database.
引用
收藏
页数:9
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