ONE-BIT AUTOCORRELATION ESTIMATION WITH NON-ZERO THRESHOLDS

被引:6
|
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
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
下载
收藏
页码:4520 / 4524
页数:5
相关论文
共 50 条
  • [31] Stable range one on non-zero divisors
    Nitin Bisht
    Proceedings - Mathematical Sciences, 2019, 129
  • [32] Millimeter Wave MIMO Channel Estimation With One-Bit Receivers
    Zhou, Runxin
    Du, Huiqin
    Zhang, Duoying
    IEEE COMMUNICATIONS LETTERS, 2022, 26 (01) : 158 - 162
  • [33] Covariance Recovery for One-Bit Sampled Non-Stationary Signals With Time-Varying Sampling Thresholds
    Eamaz, Arian
    Yeganegi, Farhang
    Soltanalian, Mojtaba
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2022, 70 : 5222 - 5236
  • [34] Joint Angle and Frequency Estimation Using One-Bit Measurements
    Li, Zeyang
    Shi, Junpeng
    Wang, Xinhai
    Wen, Fangqing
    SENSORS, 2019, 19 (24)
  • [35] TARGET PARAMETER ESTIMATION VIA ONE-BIT PMCW RADAR
    Zhu, Heng
    Shang, Xiaolei
    Li, Jian
    2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 9145 - 9149
  • [36] ON ANGULAR-DOMAIN CHANNEL ESTIMATION FOR ONE-BIT MASSIVE MIMO SYSTEMS WITH FIXED AND TIME-VARYING THRESHOLDS
    Wang, Pu
    Li, Jian
    Pajovic, Milutin
    Boufounos, Petros T.
    Orlik, Philip V.
    2017 FIFTY-FIRST ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, 2017, : 1056 - 1060
  • [37] One-Bit Sphere Decoding for Uplink Massive MIMO Systems With One-Bit ADCs
    Jeon, Yo-Seb
    Lee, Namyoon
    Hong, Song-Nam
    Heath, Robert W., Jr.
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (07) : 4509 - 4521
  • [38] One-Bit Digital Radar
    Ren, Jiaying
    Li, Jian
    2017 FIFTY-FIRST ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, 2017, : 1142 - 1146
  • [39] ONE-BIT OPTICAL CORRELATOR
    AITKEN, GJM
    CARTER, DR
    APPLIED OPTICS, 1973, 12 (08): : 1917 - 1921
  • [40] ONE-BIT UNLIMITED SAMPLING
    Graf, Olga
    Bhandari, Ayush
    Krahmer, Felix
    2019 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2019, : 5102 - 5106