An Improved High-Resolution Parameter Estimation Algorithm Incorporating Beamforming Techniques

被引:0
|
作者
Yu, Fan [1 ]
Yin, Xuefeng [1 ]
Guo, Mingqi [1 ]
Rodriguez-Pineiro, Jose [1 ]
Lee, Juyul [2 ]
Hong, Jingxiang [1 ]
Kim, Myung-Dom [2 ]
机构
[1] Tongji Univ, Coll Elect & Informat Engn, Shanghai 201804, Peoples R China
[2] Elect & Telecommun Res Inst ETRI, Telecommun Media Res Lab, Daejeon 34129, South Korea
基金
美国国家科学基金会;
关键词
Estimation; Azimuth; Spatial resolution; Signal resolution; Antenna arrays; Maximum likelihood estimation; Channel estimation; BFI-SAGE algorithm; BF weighting matrix; angle estimation accuracy; non-uniform scanning; resolvability; MIMO RADAR; MAXIMIZATION; DIRECTION;
D O I
10.1109/LCOMM.2023.3263646
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
When the conventional Space-Alternating Generalized Expectation-maximization (SAGE) algorithm is used to estimate the incident angle of the signal received by an antenna array with fixed aperture, the accuracy and resolvability of angle estimation are affected and limited by the aperture of the antenna array. Therefore, in order to improve the angle estimation accuracy and resolvability beyond the limitation, we propose a beamforming (BF)-incorporated SAGE (BFI-SAGE) algorithm, which is a SAGE-based improved high-resolution parameter estimation (HRPE) algorithm, and it steers the orientation of beam utilizing a predefined BF weighting matrix. A non-uniform scanning mode is determined to achieve higher angle estimation accuracy in the angle range of interest, and the analysis of the angle estimation performance is performed for the cases of uniform and non-uniform scanning modes, respectively. The resolvability performance of the algorithm is also discussed.
引用
收藏
页码:1387 / 1391
页数:5
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