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首页> 外文期刊>IEEE Transactions on Geoscience and Remote Sensing >A Novel Tensor Technique for Simultaneous Narrowband and Wideband Interference Suppression on Single-Channel SAR System
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A Novel Tensor Technique for Simultaneous Narrowband and Wideband Interference Suppression on Single-Channel SAR System

机译:单通道SAR系统同时抑制窄带和宽带干扰的张量技术

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Nowadays, in the electromagnetism environment, the complex interferences, including the narrowband interferences (NBIs) and wideband interferences (WBIs), may severely affect the imaging quality of synthetic aperture radar (SAR) systems. Most traditional methods can only tackle with one kind of isolated interferences, NBIs or WBIs, which are widely distributed in the 1-D range frequency domain or 2-D range timefrequency domain. In this paper, we propose a complex tensor robust principal component analysis (CT-RPCA) method based on a novel 3-D range-azimuth-space tensor model to mitigate continuously distributed NBIs and WBIs simultaneously. The main contributions of this paper are summarized in three aspects. First, we strictly prove the low-rank property of the isolated NBIs and WBIs in the range-azimuth domain. Second, we use multiple views of the signal to construct a novel 3-D range-azimuth-space tensor model, where both the NBI tensor and the WBI tensor have spatial low-rank property due to the approximately stable frequency bands along the spatial dimension. Third, the CT-RPCA method is employed to efficiently suppress NBIs and WBIs simultaneously by solving the tensor RPCA problem. Finally, the real SAR data with simulated complex interferences are employed to demonstrate the effectiveness of the proposed method.
机译:如今,在电磁环境中,复杂的干扰,包括窄带干扰(NBI)和宽带干扰(WBI),可能严重影响合成孔径雷达(SAR)系统的成像质量。大多数传统方法只能解决一种隔离干扰,即NBI或WBI,它们在1-D范围频域或2-D范围时频域中广泛分布。在本文中,我们提出了一种基于新型3-D范围-方位-空间张量模型的复杂张量鲁棒主成分分析(CT-RPCA)方法,以同时缓解连续分布的NBI和WBI。本文的主要贡献概括在三个方面。首先,我们严格证明隔离的NBI和WBI在距离方位角域中的低秩特性。其次,我们使用信号的多个视图来构建一个新颖的3-D范围方位空间张量模型,其中NBI张量和WBI张量都具有空间低秩特性,这是因为沿空间维度的频段大致稳定。第三,通过解决张量RPCA问题,采用CT-RPCA方法有效地同时抑制了NBI和WBI。最后,通过模拟复杂干扰的真实SAR数据,证明了该方法的有效性。

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