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Direct Position Determination of Multiple Constant Modulus Sources Based on Direction of Arrival and Doppler Frequency Shift

机译:基于到达方向和多普勒频移的直接位置确定多常数模量源

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摘要

Direct position determination (DPD) methods are known to outperform classical two-step localization methods under the condition of low signal-to-noise ratios and/or small number of snapshots. Additionally, they can directly exploit the prior knowledge of signal waveforms to achieve higher estimation accuracy. In this paper, we concentrate on the DPD method for locating multiple constant modulus (CM) sources based on a single moving receiving station. Both direction of arrival and Doppler frequency shift are used for source localization. First, a received array signal model with a small time delay that can incorporate the Doppler frequency information is formed. Subsequently, the corresponding maximum likelihood estimation criterion is established. An effective alternating minimization algorithm is developed to solve the optimization problem. Subsequently, we also derive the Cramer-Rao bound expressions for parameter estimation. It is proved that the CM property of the signals is useful in reducing the lower bound for location estimation. Simulation results demonstrate that the proposed method is asymptotically efficient. Moreover, it is also shown that the estimation accuracy of direct localization can be greatly increased if the CM characteristics of the radiated signals are adequately exploited.
机译:已知直接位置确定(DPD)方法以低信噪比和/或少量快照的情况下优异地优异地优异的两步定位方法。此外,它们可以直接利用信号波形的先前知识来实现​​更高的估计精度。在本文中,我们专注于基于单个移动接收站定位多常数模量(CM)源的DPD方法。两者到达方向和多普勒频率偏移都用于源定位。首先,形成具有可以包含多普勒频率信息的小时间延迟的接收的阵列信号模型。随后,建立相应的最大似然估计标准。开发了一种有效的交替最小化算法来解决优化问题。随后,我们还导出了用于参数估计的Cramer-Rao绑定表达式。事实证明,信号的CM属性可用于减小位置估计的下限。仿真结果表明,所提出的方法是渐近效率的。此外,还示出了如果辐射信号的CM特性被充分利用,则可以大大增加直接定位的估计精度。

著录项

  • 来源
    《Circuits, systems, and signal processing》 |2020年第1期|268-306|共39页
  • 作者单位

    Natl Digital Switching Syst Engn & Technol Res Ct Zhengzhou 450002 Peoples R China|Zhengzhou Inst Informat Sci & Technol Zhengzhou 450002 Henan Peoples R China;

    Natl Digital Switching Syst Engn & Technol Res Ct Zhengzhou 450002 Peoples R China|Zhengzhou Inst Informat Sci & Technol Zhengzhou 450002 Henan Peoples R China;

    Natl Digital Switching Syst Engn & Technol Res Ct Zhengzhou 450002 Peoples R China|Zhengzhou Inst Informat Sci & Technol Zhengzhou 450002 Henan Peoples R China;

    Natl Digital Switching Syst Engn & Technol Res Ct Zhengzhou 450002 Peoples R China|Zhengzhou Inst Informat Sci & Technol Zhengzhou 450002 Henan 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

    Source localization; DPD; DOA; Doppler frequency; Constant modulus; Alternating minimization algorithm; CRB;

    机译:源定位;DPD;DOA;多普勒频率;恒定模量;交替的最小化算法;CRB;

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