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相似目标识别的投影子空间构造方法
引用本文:苏志刚,常明,吴仁彪,韩萍. 相似目标识别的投影子空间构造方法[J]. 系统工程与电子技术, 2011, 33(3): 473-476. DOI: 10.3969/j.issn.1001-506X.2011.03.01
作者姓名:苏志刚  常明  吴仁彪  韩萍
作者单位:1. 中国民航大学天津市智能信号与图像处理重点实验室, 天津 300300;2. 西安电子科技大学雷达信号处理国家重点实验室, 陕西 西安 710071
摘    要:基于值空间投影的合成孔径雷达目标识别技术要求不同目标的值空间的交集应尽可能小。然而,对具有相似形态及结构的目标进行识别时,相应目标的值空间存在较大的交集部分,影响识别性能。通过约束投影空间与值空间的关系,提出一种有效构造投影空间的方法。该方法可以增大相似目标在投影空间投影的差异,提高目标识别性能。实验结果表明,本文方法构造的投影空间增大了不同目标间的可分性,识别性能及识别效率明显优于其他经典识别方法。

关 键 词:合成孔径雷达  自动目标识别  投影子空间

Method of projection subspace construction for recognizing similar targets
SU Zhi-gang,CHANG Ming,WU Ren-biao,HAN Ping. Method of projection subspace construction for recognizing similar targets[J]. System Engineering and Electronics, 2011, 33(3): 473-476. DOI: 10.3969/j.issn.1001-506X.2011.03.01
Authors:SU Zhi-gang  CHANG Ming  WU Ren-biao  HAN Ping
Abstract:Automatic target recognition technology, which is based on the projection on the range subspace of synthetic aperture radar images, requires that the intersection between the range subspaces of the different targets should be minimal. However, to distinguish those targets with similar appearance and structure, the intersection between the corresponding range subspaces is big which results in performance of recognition degradation. By using the constraint between the projection subspace and the range subspace, an efficient method for constructing the projection subspace is proposed. The proposed method can enlarge the difference between the projections of the similar targets on the projection subspace and improve the performance of target recognition. Experimental results show that the projection subspace constructed by the proposed method increases the separablity between the different similar targets, and the recognition performance and efficiency are superior to other classical identification methods.
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