SNR Estimation in Linear Systems With Gaussian Matrices

被引:12
|
作者
Suliman, Mohamed A. [1 ]
Alrashdi, Ayed M. [1 ,2 ]
Ballal, Tarig [1 ]
Al-Naffouri, Tareq Y. [1 ]
机构
[1] King Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, Thuwal 23955, Saudi Arabia
[2] Univ Hail, Dept Elect Engn, Hail 55476, Saudi Arabia
关键词
Random matrix theory (RMT); ridge regression; signal-to-noise ratio (SNR) estimation; MASSIVE MIMO; CHANNELS; SIGNAL; NOISE;
D O I
10.1109/LSP.2017.2757398
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This letter proposes a highly accurate algorithm to estimate the signal-to-noise ratio (SNR) for a linear system from a single realization of the received signal. We assume that the linearsystem has a Gaussian matrix with one sided left correlation. The unknown entries of the signal and the noise are assumed to be independent and identically distributed with zero mean and can be drawn from any distribution. We use the ridge regression function of this linear model in company with tools and techniques adapted from random matrix theory to achieve, in closed form, accurate estimation of the SNR without prior statistical knowledge on the signal or the noise. Simulation results show that the proposed method is very accurate.
引用
收藏
页码:1867 / 1871
页数:5
相关论文
共 50 条
  • [21] An SNR Estimation Technique Based on Deep Learning
    Yang, Kai
    Huang, Zhitao
    Wang, Xiang
    Wang, Fenghua
    ELECTRONICS, 2019, 8 (10)
  • [22] SNR of MTF calculations in non wide sense stationary systems
    Gonzalez-Lopez, Antonio
    BIOMEDICAL PHYSICS & ENGINEERING EXPRESS, 2019, 5 (04):
  • [23] Noise Estimation in DSL Systems using Linear Regression
    Farias, F. S.
    Borges, G. S.
    Monteiro, W. B.
    Silva, D. L. L.
    Costa, J. C. W. A.
    2013 INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC), 2013, : 291 - 294
  • [24] A Generalized Raman Scattering Model for Real-Time SNR Estimation of Multi-Band Systems
    Lasagni, Chiara
    Serena, Paolo
    Bononi, Alberto
    Antona, Jean-Christophe
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2023, 41 (11) : 3407 - 3416
  • [25] Rectified Gaussian noise estimation and its use in position sensitive detection systems
    Noh, J. -H.
    ELECTRONICS LETTERS, 2020, 56 (08) : 390 - +
  • [26] Sparse Channel Estimation Using Multiple DFT Matrices for Massive MIMO Systems
    Shikida, Jun
    Muraoka, Kazushi
    Ishii, Naoto
    2018 IEEE 88TH VEHICULAR TECHNOLOGY CONFERENCE (VTC-FALL), 2018,
  • [27] High-SNR Analysis of MIMO Linear Precoders
    Mehana, Ahmed Hesham
    Nosratinia, Aria
    2012 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS (ISIT), 2012,
  • [28] SNR and Noise Variance Estimation in Polarimetric SAR Data
    Villano, Michelangelo
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2014, 11 (01) : 278 - 282
  • [29] SNR estimation in EMG signals contaminated with motion artifact
    Oo, Thandar
    Phukpattaranont, Pornchai
    2022 14TH BIOMEDICAL ENGINEERING INTERNATIONAL CONFERENCE (BMEICON 2022), 2022,
  • [30] GAUSSIAN MIXTURE LINEAR PREDICTION
    Pohjalainen, Jouni
    Alku, Paavo
    2014 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2014,