Robust Joint Design of MIMO Radar Waveform and Filter via Structured Covariance Matrix

IF 3.2 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Guohao Sun;Yingkui Zhang;Zhaoke Ning;Yuandong Ji;Zhiquan Ding
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引用次数: 0

Abstract

Radar waveform design performance is compromised by insufficient prior information regarding radiators and clutter. This letter addresses this challenge by leveraging structured covariance matrices to enhance the robustness of multiple-input multiple-output (MIMO) radar waveform design. We explore the joint optimization of MIMO radar transmit waveforms and receive filters in environments with radiators and clutter, even in the absence of adequate prior information. To tackle this issue, an iterative method is employed under worst-case assumptions regarding the covariance matrices of the radiators and clutter. By applying the alternating direction method of multipliers (ADMM) algorithm, this letter introduces a novel approach for designing waveforms and structuring the covariance matrices’ parameters in spectrally crowded and cluttered environments. Simulation results demonstrate that the proposed method significantly improves performance in mismatched environments.
基于结构化协方差矩阵的MIMO雷达波形与滤波器鲁棒联合设计
雷达波形设计的性能受到辐射体和杂波先验信息不足的影响。本文通过利用结构化协方差矩阵来增强多输入多输出(MIMO)雷达波形设计的鲁棒性,解决了这一挑战。我们探讨了在没有足够的先验信息的情况下,MIMO雷达发射波形和接收滤波器在辐射和杂波环境中的联合优化。为了解决这一问题,在最坏情况下,对辐射体和杂波的协方差矩阵采用迭代方法。本文通过应用乘法器的交替方向法(ADMM)算法,介绍了一种在频谱拥挤和混乱环境中设计波形和构造协方差矩阵参数的新方法。仿真结果表明,该方法显著提高了非匹配环境下的性能。
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来源期刊
IEEE Signal Processing Letters
IEEE Signal Processing Letters 工程技术-工程:电子与电气
CiteScore
7.40
自引率
12.80%
发文量
339
审稿时长
2.8 months
期刊介绍: The IEEE Signal Processing Letters is a monthly, archival publication designed to provide rapid dissemination of original, cutting-edge ideas and timely, significant contributions in signal, image, speech, language and audio processing. Papers published in the Letters can be presented within one year of their appearance in signal processing conferences such as ICASSP, GlobalSIP and ICIP, and also in several workshop organized by the Signal Processing Society.
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