基于压缩感知的宽频段二维DOA估计算法
doi: 10.3724/SP.J.1146.2013.01931
Broadband 2-D DOA Estimation Based on Compressed Sensing
-
摘要: 针对2维DOA估计问题,该文提出一种基于压缩感知(CS)的宽频段2维DOA估计算法,能够同时得到多个窄带信号的中心频率、方位角和俯仰角。首先利用方位向和俯仰向的空间频率分别建立过完备稀疏字典,然后通过对阵列接收数据的压缩采样得到空间频率的高分辨估计,最后通过空域滤波实现中心频率、方位角和俯仰角之间的匹配。理论分析表明,该算法具有较高的估计精度与分辨力,对信噪比(SNR)要求不高,无需多维搜索过程,且经过压缩采样降低了运算量。仿真结果验证了算法的正确性与有效性。Abstract: For the problem of two Dimensional Direction Of Arrival (2-D DOA) estimation, a broadband 2-D DOA algorithm is proposed based on the Compressed Sensing (CS). It can obtain the center frequency, azimuth angle and pitch angle of multiple narrowband signal. Firstly, an overcomplete sparse dictionary is established using the space frequency of azimuth and pitch. Then the high resolution estimation of space frequency is achieved with the compressed sampling array receiving data. Finally, the spatial filtering is used to realize the match of center frequency, azimuth angle and pitch angle. Theoretical analysis shows that the proposed algorithm has a higher estimation precision and lower SNR threshold without multidimensional search process. It reduces the computation by compressed sampling and the simulation results verify the effectiveness and correctness.
-
Key words:
- Signal processing /
- DOA estimation /
- Compressed Sensing (CS) /
- Spatial frequency /
- High resolution /
- Spatial filtering
期刊类型引用(9)
1. 李宗凌,汪路元,蒋帅,吴雨航,张庆君. 超轻量网络的SAR图像舰船目标在轨提取. 遥感学报. 2021(03): 765-775 . 百度学术
2. 杜兰,王兆成,王燕,魏迪,李璐. 复杂场景下单通道SAR目标检测及鉴别研究进展综述. 雷达学报. 2020(01): 34-54 . 百度学术
3. 彭书娟,曲长文,李健伟. K近邻优化估计的SAR图像建模与目标检测算法. 控制与决策. 2020(09): 2199-2206 . 百度学术
4. 龙波. 相关序列小目标图像背景杂波度量方法仿真. 计算机仿真. 2020(09): 377-381 . 百度学术
5. 陈帅. 一种快速排序筛选SAR图像目标CFAR检测算法. 空军预警学院学报. 2019(04): 257-261 . 百度学术
6. 连婷婷. 民用航空区域危险目标自动识别方法研究. 环境技术. 2019(05): 160-164 . 百度学术
7. 李健,孙光才,邢孟道,章林. 基于卷积构型的单元平均CFAR目标检测算法. 电波科学学报. 2018(01): 56-63 . 百度学术
8. 李宗凌,汪路元,禹霁阳,郝梁,程博文. 星载SAR在轨成像及舰船目标检测方法. 航天器工程. 2018(06): 41-47 . 百度学术
9. 黄勇,刘芳. 基于模糊语义的高分辨率SAR图像汽车检测算法. 电子与信息学报. 2017(04): 968-972 . 本站查看
其他类型引用(6)
-
计量
- 文章访问数: 2019
- HTML全文浏览量: 152
- PDF下载量: 778
- 被引次数: 15