ONE-BIT DIRECT POSITION DETERMINATION OF NARROWBAND GAUSSIAN SIGNALS

被引:13
作者
Weiss, Amir [1 ]
Worrell, Gregory W. [1 ]
机构
[1] MIT, Dept Elect Engn & Comp Sci, 77 Massachusetts Ave, Cambridge, MA 02139 USA
来源
2021 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP (SSP) | 2021年
关键词
Array processing; direct position determination; emitter localization; beamforming; one-bit quantization; LOCALIZATION; RADAR; TDOA;
D O I
10.1109/SSP49050.2021.9513768
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
One of the main drawbacks of the well-known Direct Position Determination (DPD) method is the requirement that raw data be transferred to a common processor. It would therefore be of high practical value if DPD-or a modified version thereof-could be successfully applied to a coarsely quantized version of the raw data, thus alleviating the communication requirements between the different base stations. Motivated by the above, and inspired by recent work in the rejuvenated one-bit array processing field, we present One-Bit DPD: a direct localization method based on one-bit quantized measurements. We show that despite the coarse quantization, the proposed method nonetheless yields a position estimate with appealing asymptotic properties. We further establish the identifiability conditions of this model, which rely only on second-order statistics. Simulation results corroborate our analytical derivations, demonstrating that much of the information regarding the emitter position is preserved under this crude form of quantization.
引用
收藏
页码:466 / 470
页数:5
相关论文
共 33 条
  • [31] Direct position determination of narrowband radio frequency transmitters
    Weiss, AJ
    [J]. IEEE SIGNAL PROCESSING LETTERS, 2004, 11 (05) : 513 - 516
  • [32] Robust LIDAR localization using multiresolution Gaussian mixture maps for autonomous driving
    Wolcott, Ryan W.
    Eustice, Ryan M.
    [J]. INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH, 2017, 36 (03) : 292 - 319
  • [33] Direct Position Determination of Non-Circular Sources Based on a Doppler-Extended Aperture With a Moving Coprime Array
    Zhang, Yan-Kui
    Xu, Hai-Yun
    Ba, Bin
    Wang, Da-Ming
    Geng, Wei
    [J]. IEEE ACCESS, 2018, 6 : 61014 - 61021