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基于联合块稀疏模型的随机调频步进ISAR成像方法 被引量:4
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作者 吕明久 陈文峰 +2 位作者 夏赛强 杨军 马晓岩 《电子与信息学报》 EI CSCD 北大核心 2018年第11期2614-2620,共7页
在回波数据稀疏、低信噪比等不利条件下,利用随机调频步进信号进行ISAR成像时,成像性能将会严重下降。针对上述问题,该文在充分分析随机调频步进信号回波特性的基础上,提出利用目标距离向具有的联合块稀疏特征来获得高质量ISAR图像的新... 在回波数据稀疏、低信噪比等不利条件下,利用随机调频步进信号进行ISAR成像时,成像性能将会严重下降。针对上述问题,该文在充分分析随机调频步进信号回波特性的基础上,提出利用目标距离向具有的联合块稀疏特征来获得高质量ISAR图像的新方法。首先,推导了在随机调频步进信号发射波形条件下目标回波信号的联合块稀疏成像模型并分析了该模型特征;其次,提出了联合块稀疏正交匹配追踪稀疏重构算法(JBOMP)实现对模型的求解。该算法利用ISAR回波信号具有的块稀疏以及联合稀疏等先验信息,因此在低量测值、低信噪比条件下的ISAR成像性能得到了增强。所提算法还可以实现对多维信号的联合处理,且具有较快的运算速度。理论分析与仿真实验均验证了所提方法的有效性。 展开更多
关键词 ISAR成像 随机调频步进信号 联合稀疏模型 块稀疏模型
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Fast ISAR imaging method based on scene segmentation 被引量:1
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作者 Mingjiu Lü Shaodong Li +2 位作者 Wenfeng Chen Jun Yang Xiaoyan Ma 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第6期1078-1088,共11页
Although compressed sensing inverse synthetic aperture radar(ISAR) imaging methods are widely used in radar signal processing, its reconstructing time and memory storage space requirements are very high. The main reas... Although compressed sensing inverse synthetic aperture radar(ISAR) imaging methods are widely used in radar signal processing, its reconstructing time and memory storage space requirements are very high. The main reason is that large scene reconstruction needs a higher dimension of the sensing matrix. To reduce this limitation, a fast high resolution ISAR imaging method,which is based on scene segmentation for random chirp frequencystepped signals, is proposed. The idea of scene segmentation is used to solve the problems aforementioned. In the method,firstly, the observed scene is divided into multiple sub-scenes and then the sub-scenes are reconstructed respectively. Secondly, the whole image scene can be obtained through the stitching of the sub-scenes. Due to the reduction of the dimension of the sensing matrix, the requirement of the memory storage space is reduced substantially. In addition, due to the nonlinear superposition of the reconstructed time of the segmented sub-scenes, the reconstruction time is reduced, and the purpose of fast imaging is achieved.Meanwhile, the feasibility and the related factors which affect the performance of the proposed method are also analyzed, and the selection criterion of the scene segmentation is afforded. Finally,theoretical analysis and simulation results demonstrate the feasibility and effectiveness of the proposed method. 展开更多
关键词 compressed sensing(CS) inverse synthetic aperture radar(ISAR) imaging random chirp frequency-stepped signal scene segmentation
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