Multistage 2D DoA Estimation in Low SNR

被引:1
|
作者
Wei, Xue [1 ]
Saha, Dola [1 ]
Hellbourg, Gregory [2 ]
Dutta, Aveek [1 ]
机构
[1] SUNY Albany, Dept Elect & Comp Engn, Albany, NY 12222 USA
[2] CALTECH, Dept Astron, Pasadena, CA 91125 USA
基金
美国国家科学基金会;
关键词
2D Direction of Arrival; Clustering; Signal Processing at Low SNR; OF-ARRIVAL ESTIMATION;
D O I
10.1109/ICC45041.2023.10279283
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Direction of arrival (DoA) estimation has an important role in various applications and is widely used in modern communication, where signal power is higher than noise power for it to be decoded. Existing methods do not perform as accurately in low signal to noise ratio (SNR) as they do in higher SNR. However, passive sensing like radio astronomy or remote sensing operates at extremely low SNR, where the weakest radio frequency interference (RFI) from communication system impairs the scientific observations. Hence, it is essential to estimate the DoA of RFI at low SNR so that it can be removed at the telescopes or radiometers. In this paper, we propose a three stage algorithm that methodically exploits digital beamforming, creates virtual subarrays, inspects multiple options and introduces clustering to estimate the DoA in low SNRs. The proposed algorithm is simulated with sinusoidal as well as Automatic Dependent Surveillance-Broadcast (ADS-B) signals in Additive White Gaussian Noise (AWGN) and multipath fading channels. Experimental results show the proposed method outperforms well-known MUSIC (MUltiple SIgnal Classification) algorithm in low SNR.
引用
下载
收藏
页码:2785 / 2790
页数:6
相关论文
共 50 条
  • [21] A new method for the 2D DOA estimation of coherently distributed sources
    Zhou, Liang, 1600, International Frequency Sensor Association (167):
  • [22] Computationally Efficient 2D DOA Estimation for Cylindrical Conformal Array
    Lan, Xiaoyu
    Zou, Yan
    ADVANCED HYBRID INFORMATION PROCESSING, 2018, 219 : 538 - 545
  • [23] Computationally Efficient 2D DOA Estimation with Uniform Rectangular Array in Low-Grazing Angle
    Shi, Junpeng
    Hu, Guoping
    Zhang, Xiaofei
    Sun, Fenggang
    Xiao, Yu
    SENSORS, 2017, 17 (03)
  • [24] A SUBARRAY-SYNTHESIS BASED 2D DOA ESTIMATION METHOD
    Xu Wenlong Jiang Wei Li Zengfu Shang Yong Xiang Haige Satellite Communications Lab Department of Electronics Peking University Beijing China
    Journal of Electronics, 2006, (05) : 645 - 649
  • [25] 2D DOA Estimation Exploiting Vertical Synthetic Planar Arrays
    Wang, Guiyu
    Fei, Zesong
    Ren, Shiwei
    IEEE ACCESS, 2021, 9 : 3497 - 3507
  • [26] Decoupled 2D DOA estimation with a small number of elements in UCAs
    Jiang, Guo-Jun
    Mao, Xing-Peng
    Liu, Yong-Tan
    2016 CIE INTERNATIONAL CONFERENCE ON RADAR (RADAR), 2016,
  • [27] A SUBARRAY-SYNTHESIS BASED 2D DOA ESTIMATION METHOD
    Xu Wenlong Jiang Wei Li Zengfu Shang Yong Xiang Haige (Satellite Communications Lab
    Journal of Electronics(China), 2006, (05) : 645 - 649
  • [28] A Comparative Study of Several Array Geometries for 2D DOA Estimation
    Kiani, Sharareh
    Pezeshk, Amir Mansour
    SECOND INTERNATIONAL SYMPOSIUM ON COMPUTER VISION AND THE INTERNET (VISIONNET'15), 2015, 58 : 18 - 25
  • [29] Underdetermined 2D DOA Estimation Using Acoustic Vector Sensor
    Zhao, Shengkui
    Jones, Douglas L.
    PROCEEDINGS OF THE 2014 9TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2014, : 1087 - +
  • [30] Accurate estimation of DOA and MAI mitigation in the presence of channel impairments at low SNR
    El Wahab Amin A.A.
    Shaheen E.M.
    Samir M.
    International Journal of Vehicle Information and Communication Systems, 2019, 4 (03) : 242 - 263