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本文提出了一种基于奇异值分解(SVD)正则化和快速迭代收缩阈值算法(FISTA)的单层无相位辐射源重构算法。该方法能够有效识别集成电路中的电磁干扰源。首先,通过近场扫描获取电磁场数据,随后利用源重构方法(SRM)在其表面重建等效偶极子模型。引入SVD正则化项以提高算法的稳定性和抗噪声能力,FISTA技术则加速了算法的收敛速度。为了验证该方法的准确性和对高斯噪声的鲁棒性,进行了贴片天线仿真分析和芯片实验测试。结果表明,该算法在第35次迭代时达到稳定,重构结果与仿真结果的相对误差为2.3%,迭代时间仅为传统方法的61.7%,相对误差减少了52%。
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关键词:
- 奇异值分解 /
- 快速迭代收缩阈值算法 /
- 近场扫描 /
- 辐射源重构
This paper proposes a phaseless radiation source reconstruction method based on singular value decomposition (SVD) regularization and fast iterative shrinkage-thresholding algorithm (FISTA), aimed at efficiently identifying electromagnetic interference (EMI) sources in integrated circuits (ICs). The method acquires electromagnetic field data through near-field scanning and reconstructs an equivalent dipole array on the surface of the radiation source using the source reconstruction method (SRM). During the reconstruction process, the SVD regularization term enhances the algorithm's stability and noise resistance, while FISTA accelerates the convergence speed.
To validate the effectiveness of the proposed method, dipole array reconstruction was first performed using near-field data at a height of 5mm for a patch antenna simulation model, followed by an analysis of magnetic field data at a 10mm validation plane. At the 35th iteration, the total relative error of the reconstruction was 1.21%. The influence of the regularization parameter α on the results was then investigated, and it was found that α = 0.05 yielded the smallest error. The method was also tested under different Gaussian white noise conditions, with relative errors remaining below 5%, demonstrating strong robustness.
Finally, chip experiments were conducted to verify the method. The proposed method converged stably within 35 iterations, with a relative error of 2.3% in the reconstruction results. The total iteration time is 61.7% of the single-layer phaseless interpolation algorithm, and the relative error is reduced by 52% compared to the double-layer phasless iteration algorithm.The experimental results demonstrate that the proposed method can efficiently and accurately reconstruct phaseless radiation sources, with good noise robustness, making it suitable for EMI analysis in integrated circuits.-
Keywords:
- Singular Value Decomposition (SVD) /
- Fast Iterative Shrinkage-Thresholding Algorithm (FISTA) /
- near-field scanning (NFS) /
- source reconstruction method (SRM)
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