Computationally Efficient Constraint-Optimized Radar Mismatched Filtering for Waveform-Agile Systems

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2025-01-23 DOI:10.1109/TAES.2025.3532888
Christian C. Jones;Patrick M. McCormick;Matthew B. Heintzelman
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Abstract

Mismatched filtering is a well-known approach of range sidelobe suppression in radar pulse compression; however, advances in radar waveform agility and spectrum sharing require the generation of filters to be efficiently computed (for possible real-time operation) with the consideration of possible interference via collisions with other spectral users. Here, a computationally efficient radar mismatched filter (MMF) design framework is proposed, which provides the optimal integrated sidelobe level (ISL) or spectral template match for a constrained signal-to-interference-plus-noise ratio loss via the Lagrange dual problem with known interference. This approach builds off of previous works, which examine ISL MMFs with constrained signal-to-noise ratio loss and provides further extensions, analysis, and bounds for alternative quadratic constraints and design objectives. Furthermore, by leveraging the Toeplitz structure that arises in time-series problems and the bounds of the Lagrange dual function, efficient solvers are developed that leverage infinite-impulse-response-based circulant approximations and/or preconditioned conjugate gradient. The proposed filter design is compared against current linear solvers and is found to have a lower order computational complexity with less required sequential calculations. Filter performance is assessed via hardware-in-the-loop and open-air experimental measurements.
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基于计算效率的约束优化雷达失配滤波
失配滤波是雷达脉冲压缩中常用的距离旁瓣抑制方法;然而,雷达波形敏捷性和频谱共享的进步要求滤波器的生成能够有效地计算(以实现可能的实时操作),同时考虑到与其他频谱用户碰撞可能产生的干扰。本文提出了一种计算效率高的雷达失配滤波器(MMF)设计框架,该框架通过已知干扰的拉格朗日对偶问题,为受限的信噪比损失提供了最佳的集成旁瓣电平(ISL)或频谱模板匹配。该方法建立在以前的工作基础上,这些工作研究了具有受限信噪比损失的ISL mmf,并为可选的二次约束和设计目标提供了进一步的扩展、分析和界限。此外,通过利用时间序列问题中出现的Toeplitz结构和拉格朗日对偶函数的边界,开发了利用基于无限脉冲响应的循环近似和/或预条件共轭梯度的有效求解器。所提出的滤波器设计与当前的线性求解器进行了比较,发现具有较低的阶计算复杂度,所需的顺序计算较少。滤波器性能通过硬件在环和露天实验测量进行评估。
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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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