基于频域坐标下降的抗噪声调频干扰相位编码波形设计

Phase-Coded Waveform Design Against Noise Frequency-Modulated Jamming Based on Frequency-Domain Coordinate Descent

  • 摘要: 针对现有抗噪声调频干扰相位编码波形设计算法存在计算复杂度高、难以满足实时处理需求的问题,本文提出了一种基于频域坐标下降的高效优化算法。首先,将时域联合优化目标函数转换至频域,建立相位编码波形的频域优化模型。该转换不仅有效规避了时域优化过程中大规模矩阵运算带来的高计算代价,还使得优化问题结构更为简洁,便于后续的算法设计。随后,在交替方向乘子法(Alternating Direction Method of Multipliers,ADMM)框架下引入频域坐标下降法(Frequency-domain Coordinate Descent Method,FCDM),形成了ADMM-FCDM算法。该算法将复杂的高维优化问题分解为多个可独立并行处理的一维子问题,通过推导波形频域序列元素的闭式解,不仅大幅降低了单次迭代的计算量,还显著提升了全局优化效率。最后,本文引入快速傅里叶变换(Fast Fourier Transform,FFT)技术对ADMM-FCDM进行简化,得到了交替方向乘子法框架下结合快速傅里叶变换的频域坐标下降算法(Frequency-domain Coordinate Descent Method with Fast Fourier Transform under Alternating Direction Method of Multipliers Framework,ADMM-FFT-FCDM)。FFT的引入极大程度地降低了时域与频域之间变换所需的计算时间,进一步提升了算法的运算效率。仿真实验表明,较于现有算法,本文提出的ADMM-FFT-FCDM算法在保证雷达抗干扰性能和探测性能的同时,运算速度获得显著提升。

     

    Abstract: To address the high computational complexity and the challenge of meeting real-time processing requirements in existing phase-coded waveform design algorithms against noise frequency-modulated jamming, this paper proposes an efficient optimization algorithm based on frequency-domain coordinate descent. First, the joint optimization objective function in the time domain is transformed into the frequency domain, establishing a frequency-domain optimization model for phase-coded waveforms. This transformation not only effectively circumvents the high computational cost associated with large-scale matrix operations in time-domain optimization but also simplifies the structure of the optimization problem, thereby facilitating subsequent algorithm design. Next, the Frequency-Domain Coordinate Descent Method (FCDM) is integrated with the Alternating Direction Method of Multipliers (ADMM) framework, resulting in the proposed ADMM-FCDM algorithm. This algorithm simplifies the complex high-dimensional optimization task by decomposing it into multiple independent single-variable optimization steps. By deriving closed-form solutions for the frequency-domain sequence elements of the waveform, the algorithm substantially reduces the computational load per iteration and significantly enhances global optimization efficiency. Furthermore, the Fast Fourier Transform (FFT) technique is incorporated to accelerate the ADMM-FCDM algorithm, resulting in the frequency-domain coordinate descent method with fast fourier transform under the ADMM framework (ADMM-FFT-FCDM). The use of FFT significantly reduces the computational time required for transformations between the time and frequency domains, thereby further enhancing the algorithm’s overall efficiency. Simulation results demonstrate that, compared to existing methods, the proposed ADMM-FFT-FCDM algorithm exhibits significant improvements in computational speed while maintaining comparable radar detection performance and anti-jamming capabilities.

     

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