计算机科学 ›› 2026, Vol. 53 ›› Issue (6A): 250500053-7.doi: 10.11896/jsjkx.250500053
王颢男
WANG Haonan
摘要: 在现代电力系统中,谐波和间谐波污染已成为严重问题。针对现有谐波和间谐波分析方法在检测精度与计算效率间难以平衡的瓶颈问题,文中创新性地提出一种融合改进麻雀搜索算法(SSA)与正交匹配追踪(OMP)相结合的优化方法。通过构建基于连续参数的过完备正弦原子库,突破传统离散化原子搜索的局限性,结合SSA在连续空间内全局优化原子参数,显著提升匹配精度;同时引入正交化迭代机制与基于信号相关性的自适应终止条件,有效降低冗余计算并抑制噪声干扰。仿真结果表明,所提SSA-OMP算法在谐波/间谐波频率、幅值与相位检测中,最高重构信噪比达49 dB,频率误差低于0.013 4%,且抗噪性能优于传统方法。相比于粒子群优化OMP算法,计算效率提升了20%,为电力系统复杂谐波场景下的实时监测提供了高精度、低复杂度的创新解决方案。
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