Wavelet denoising techniques for DOA estimation problem

被引:0
|
作者
Xue, Yanbo [1 ]
Wang, Jinkuan [1 ]
Liu, Zhigang [1 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110004, Peoples R China
关键词
array signal processing; correlated noises; direction-of-arrival estimation; wavelet array denoising; MUSIC; ESPRIT;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Wavelet theory has been widely used in video compression, human face recognization, signal processing, and so on. Wavelet denoising is one of the most important techniques in wavelet theory. The application of wavelet denoising in DOA estimation problem has not been systematically studied till now. We have proposed a modified version of wavelet denoising, wavelet array denoising (WAD), for MUSIC and ESPRIT algorithms. The proposed methods denoise the snapshots of each sensor in parallel, which can been viewed as preprocessing procedures to harness the performance degradations of conventional DOA estimation methods. Computer simulations have shown that with WAD the MUSIC and ESPRIT methods can present performance improvements, especially in cases of low SNR and correlated noises.
引用
收藏
页码:197 / 208
页数:12
相关论文
共 50 条
  • [11] An improved DOA estimation algorithm based on wavelet operator
    Mao, Xuejun
    Pan, Hanhuai
    Journal of Communications, 2013, 8 (12): : 839 - 844
  • [12] Novel multiresolution DOA estimation method with wavelet packets
    Xue, Yan-Bo
    Wang, Jin-Kuan
    Liu, Zhi-Gang
    Li, Hong-Jie
    Dongbei Daxue Xuebao/Journal of Northeastern University, 2005, 26 (07): : 625 - 628
  • [13] DOA Estimation by Applying Compressed Sensing Techniques
    Nishimura, Toshihiko
    Ogawa, Yasutaka
    Ohgane, Takeo
    2014 IEEE INTERNATIONAL WORKSHOP ON ELECTROMAGNETICS (IEEE IWEM): APPLICATIONS AND STUDENT INNOVATION COMPETITION, 2014, : 121 - 122
  • [14] Different Denoising Techniques for Medical Images in Wavelet Domain
    Bhatnagar, Smriti
    Jain, R. C.
    2013 INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION (ICSC), 2013, : 325 - 329
  • [15] Wavelet denoising techniques with applications to experimental geophysical data
    To, Albert C.
    Moore, Jeffrey R.
    Glaser, Steven D.
    SIGNAL PROCESSING, 2009, 89 (02) : 144 - 160
  • [16] On the application of DOA estimation techniques to UMTS system
    Del Re, E
    Pierucci, L
    Marapodi, S
    2002 IEEE SEVENTH INTERNATIONAL SYMPOSIUM ON SPREAD SPECTRUM TECHNIQUES AND APPLICATIONS, VOLS 1-3, PROCEEDINGS, 2002, : 550 - 554
  • [17] Robust DoA Estimation Using Denoising Autoencoder and Deep Neural Networks
    Chen, Dawei
    Shi, Shuo
    Gu, Xuemai
    Shim, Byonghyo
    IEEE ACCESS, 2022, 10 : 52551 - 52564
  • [18] An Improved DOA Estimation Approach Using Coarray Interpolation and Matrix Denoising
    Guo, Muran
    Chen, Tao
    Wang, Ben
    SENSORS, 2017, 17 (05)
  • [19] ATOMIC NORM DENOISING FOR MULTI-FREQUENCY-SNAPSHOT DOA ESTIMATION
    Park, Yongsung
    Gerstoft, Peter
    Wu, Yifan
    Wakin, Michael B.
    2024 IEEE 13RD SENSOR ARRAY AND MULTICHANNEL SIGNAL PROCESSING WORKSHOP, SAM 2024, 2024,
  • [20] Video denoising using vector estimation of wavelet coefficients
    Lian, Nai-Xiang
    Zagorodnov, Vitali
    Tan, Yap-Peng
    2006 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, PROCEEDINGS, 2006, : 2673 - +