ONE-BIT AUTOCORRELATION ESTIMATION WITH NON-ZERO THRESHOLDS

被引:11
作者
Liu, Chun-Lin [1 ,2 ]
Lin, Zi-Min [2 ]
机构
[1] Natl Taiwan Univ, Dept Elect Engn, Taipei 10617, Taiwan
[2] Natl Taiwan Univ, Grad Inst Commun Engn, Taipei 10617, Taiwan
来源
2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021) | 2021年
关键词
One-bit quantization; autocorrelation estimation; Price's theorem; Mehler's formula; Hermite polynomials; DISTRIBUTED ESTIMATION; POWER;
D O I
10.1109/ICASSP39728.2021.9414732
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
One-bit quantization has received attention due to its simplicity, low cost, and ability to recover the autocorrelation of the unquantized data. In the past, the autocorrelation estimation from one-bit data can be done in two separate stages. One is the power estimation by using one-bit quantizers of non-zero thresholds, while the other focuses on estimating the normalized autocorrelation with one-bit quantizers of a zero threshold. However, the overall hardware cost increases in this approach. This paper presents an autocorrelation estimator based on a one-bit quantizer with a non-zero threshold. The proposed method depends purely on a one-bit quantizer and its output data. Our method first infers the power information and then estimates the normalized autocorrelation by polynomial root-finding. The autocorrelation estimate is obtained by combining the power and the normalized autocorrelation. Numerical simulations show that the proposed method exhibits similar behavior to an estimator based on the unquantized data, with a 5dB loss in the estimation error.
引用
收藏
页码:4520 / 4524
页数:5
相关论文
共 50 条
  • [31] Joint Angle–Frequency Estimation Using Nested Sampling with One-Bit Quantization
    Xiaodong Han
    Ting Shu
    Jin He
    Wenxian Yu
    Circuits, Systems, and Signal Processing, 2020, 39 : 4187 - 4197
  • [32] ONE-BIT NORMALIZED SCATTER MATRIX ESTIMATION FOR COMPLEX ELLIPTICALLY SYMMETRIC DISTRIBUTIONS
    Liu, Chun-Lin
    Vaidyanathan, P. P.
    2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 9130 - 9134
  • [33] One-Bit Direction of Arrival Estimation With an Improved Fixed-Point Continuation Algorithm
    Huang, Xiaodong
    Xiao, Peng
    Liao, Bin
    2018 10TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING (WCSP), 2018,
  • [34] DEEP SIGNAL RECOVERY WITH ONE-BIT QUANTIZATION
    Khobahi, Shahin
    Naimipour, Naveed
    Soltanalian, Mojtaba
    Eldar, Yonina C.
    2019 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2019, : 2987 - 2991
  • [35] Distributed Estimation of Gauss-Markov Random Fields With One-Bit Quantized Data
    Fang, Jun
    Li, Hongbin
    IEEE SIGNAL PROCESSING LETTERS, 2010, 17 (05) : 449 - 452
  • [36] Gridless One-Bit Direction-of-Arrival Estimation Via Atomic Norm Denoising
    Wei, Zhenyu
    Wang, Wei
    Dong, Fuwang
    Liu, Qi
    IEEE COMMUNICATIONS LETTERS, 2020, 24 (10) : 2177 - 2181
  • [37] One-bit quantization for DBF-SAR
    Huang J.-W.
    Qi H.-M.
    Li Y.
    Yu W.-D.
    Yuhang Xuebao/Journal of Astronautics, 2011, 32 (11): : 2387 - 2394
  • [38] Low-Complexity One-Bit DOA Estimation for Massive ULA with a Single Snapshot
    Ge, Shaodi
    Fan, Chongyi
    Wang, Jian
    Huang, Xiaotao
    REMOTE SENSING, 2022, 14 (14)
  • [39] One-Bit Constrained Measurements of Parametric Signals
    Carbone, Paolo
    Schoukens, Johan
    De Angelis, Alessio
    Moschitta, Antonio
    Santoni, Francesco
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
  • [40] Joint Angle-Frequency Estimation Using Nested Sampling with One-Bit Quantization
    Han, Xiaodong
    Shu, Ting
    He, Jin
    Yu, Wenxian
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2020, 39 (08) : 4187 - 4197