A CEEMDAN-CA Detector for UWB Pulse Signal in Low SNR

Yanyun Xu, Zekun Hong
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Abstract

In this paper, we propose a novel detector that combines complete ensemble empirical mode decomposition with adaptive noise (CEEMDAN) and cell averaging-constant false alarm rate (CA-CFAR) approach for noise-dominated ultra-wideband (UWB) pulse signal. The proposed detector is utilized to estimate noise power from the received signal's intrinsic mode functions (IMFs). Then the detection threshold is determined based on noise estimation and a given false alarm rate. The proposed method can detect UWB pulse signal submerged in noise and work blindly, requiring no prior information. The performance is validated by simulations and experiments, which show the proposed detector has high robustness to noise uncertainty and can detect weak UWB pulse signal at -15dB of signal-to-noise ratio (SNR) with a detection rate of nearly 90%. Further, experiments on the UWB positioning module prove the effectiveness of this method in practical application.
低信噪比UWB脉冲信号的CEEMDAN-CA检测器
在本文中,我们提出了一种新的检测器,结合了自适应噪声的完全系综经验模态分解(CEEMDAN)和细胞平均恒定虚警率(CA-CFAR)方法来检测噪声占主导的超宽带(UWB)脉冲信号。该检测器利用接收信号的本征模态函数(IMFs)估计噪声功率。然后根据噪声估计和给定的虚警率确定检测阈值。该方法可以检测淹没在噪声中的超宽带脉冲信号,并且不需要先验信息,可以盲目工作。仿真和实验结果表明,该检测器对噪声不确定性具有较强的鲁棒性,能够在信噪比为-15dB的情况下检测到微弱的UWB脉冲信号,检测率接近90%。在UWB定位模块上的实验验证了该方法在实际应用中的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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