面向毫米波手势识别的非均匀虚拟阵列快速角度估计Fast angle estimation for non-uniform virtual arrays in millimeter-wave gesture recognition
高梦宇,张文鑫,李俊仪
摘要(Abstract):
快速、精准的角度估计可优化多输入多输出(multiple input multiple output,MIMO)毫米波雷达手势识别性能。但该雷达虚拟阵列呈非均匀排布,会产生阵列流形失配并降低波达方向(direction of arrival, DOA)估计精度,且传统二维多重信号分类(two-dimensional multiple signal classification, 2D-MUSIC)算法计算复杂度较高,限制了其在实际应用中的部署。为应对上述挑战,提出了一种非均匀阵列DOA(non-uniform array DOA, NUA-DOA)估计算法。对采集的时域回波数据进行静态杂波抑制预处理,以增强目标回波并抑制背景干扰,对预处理后的数据进行距离-速度维快速傅里叶变换(fast Fourier transform, FFT)获取目标二维频谱;然后,结合非均匀阵列的真实空间几何结构构建结构化阵列流形,并通过协方差子空间分解实现二维角度参数的解耦与降维估计。实验结果表明,本文算法通过真实非均匀阵列建模与结构化降维搜索,在保持与2DMUSIC接近角度估计精度的同时,将平均运行时间降低约一个数量级,能够满足手势识别系统的实时处理需求。
关键词(KeyWords): 毫米波雷达;非均匀虚拟阵列;波达方向估计;多重信号分类算法;手势识别
基金项目(Foundation): 国家自然科学基金青年基金项目(62406032);; 北京市自然科学基金项目(4242036)
作者(Author): 高梦宇,张文鑫,李俊仪
DOI: 10.16508/j.cnki.11-5866/n.2026.04.004
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