Blind Source Separation-Based High-Speed Weak Target Coherent Detection Method Under Strong Target BSSL Covering Situation

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2025-01-07 DOI:10.1109/TAES.2025.3526105
Jiangyun Deng;Zhi Sun;Wenjie Liu;Xiaolong Li;Guolong Cui
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Abstract

The Radon Fourier transform (RFT) is a commonly utilized method in high-speed weak target detection, which can effectively achieve coherent integration (CI) in the presence of migration through range cell. However, the blind speed side-lobe (BSSL) phenomenon may appear in RFT outputs because of discrete pulse-sampling, restricted range resolution and confined CI period. For the case that scattering intensities of multiple targets differ significantly, the side-lobe of the strong target may conceal the main-lobe energy of the weak one and then result in loss detection. To obtain effective coherent detection for weak target, this article proposes a novel weak target coherent detection method under strong target BSSL covering condition based on blind source separation. This method applies the RFT to obtain the outputs mixing of strong and weak target energy at first. Then, constructing the strong target RFT response from the position of its main-lobe. Finally, the BSS is used to process the strong target RFT response and mixing RFT outputs, effectively cleansing the side-lobes of the strong target RFT response and retaining the weak target RFT response. At this moment, the high-speed weak target detection results can be achieved. The efficacy of the proposed method is confirmed by simulation experiments and measured data processing.
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强目标BSSL覆盖下基于盲源分离的高速弱目标相干检测方法
Radon傅里叶变换(RFT)是高速弱目标检测中常用的一种方法,它可以有效地在距离单元存在偏移的情况下实现相干积分(CI)。然而,由于脉冲采样的离散性、范围分辨率的限制和CI周期的限制,在RFT输出中可能出现盲速旁瓣(BSSL)现象。在多个目标散射强度差异较大的情况下,强目标的副瓣可能会掩盖弱目标的主瓣能量,从而导致损耗检测。为了对弱目标进行有效的相干检测,本文提出了一种基于盲源分离的强目标BSSL覆盖条件下的弱目标相干检测方法。该方法首先利用RFT得到强弱目标能量的混合输出。然后,从其主瓣位置构造强目标RFT响应。最后,利用BSS处理强目标RFT响应和混合RFT输出,有效地清除强目标RFT响应的旁瓣,保留弱目标RFT响应。此时,可以实现高速弱目标检测的效果。仿真实验和实测数据处理验证了该方法的有效性。
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来源期刊
CiteScore
7.80
自引率
13.60%
发文量
433
审稿时长
8.7 months
期刊介绍: IEEE Transactions on Aerospace and Electronic Systems focuses on the organization, design, development, integration, and operation of complex systems for space, air, ocean, or ground environment. These systems include, but are not limited to, navigation, avionics, spacecraft, aerospace power, radar, sonar, telemetry, defense, transportation, automated testing, and command and control.
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