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Joint Angle-Frequency Estimation Using Nested Sampling with One-Bit Quantization

机译:使用具有单位量化的嵌套采样的关节角度估计

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摘要

The problem of joint angle and frequency estimation is considered in this paper. An algorithm using spatial-temporal nested sampling and one-bit quantization is developed. It is shown that under moderate condition when the signal-to-noise ratio is low enough, the defined one-bit correlation matrix has linear relationship with the unquantized one, and therefore, subspace-based algorithms can be applied to this one-bit correlation matrix directly. The enhanced identification performance, offered by the nested sampling, can also be provided when one-bit quantization is used. Simulation results are provided to verify the performance of the presented algorithm.
机译:本文考虑了关节角度和频率估计的问题。开发了一种使用空间嵌套采样和单位量化的算法。结果表明,当信噪比足够低时,定义的单位相关矩阵具有与未调节的单个相关矩阵的线性关系,因此,基于子空间的算法可以应用于这种单位相关性矩阵直接。也可以在使用单位量化时提供由嵌套采样提供的增强识别性能。提供仿真结果以验证所提出的算法的性能。

著录项

  • 来源
    《Circuits, systems, and signal processing》 |2020年第8期|4187-4197|共11页
  • 作者单位

    Shanghai Jiao Tong Univ Shanghai Key Lab Intelligent Sensing & Recognit Sch Elect Informat & Elect Engn Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Shanghai Key Lab Intelligent Sensing & Recognit Sch Elect Informat & Elect Engn Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Shanghai Key Lab Intelligent Sensing & Recognit Sch Elect Informat & Elect Engn Shanghai 200240 Peoples R China;

    Shanghai Jiao Tong Univ Shanghai Key Lab Intelligent Sensing & Recognit Sch Elect Informat & Elect Engn Shanghai 200240 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Angle and frequency estimation; Nested sampling; One-bit quantization;

    机译:角度和频率估计;嵌套采样;单位量化;

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