Sensitivity simulation of compressed sensing based EW receiver using orthogonal matching pursuit algorithm

L. Liou, D. Lin, Ethan Lin, C. Chen
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Abstract

The wideband coverage of the traditional FFT-based electronic warfare (EW) receiver is limited by the sampling frequency of the analog-to-digital converter (ADC). Compressed sensing (CS) based wideband EW digital receiver has been proposed and under development to process wideband sparse signals with reduced sampling rate. In this study, we calculate the sensitivity of a CS based EW receiver. Two modulation schemes of CS are used. One is pseudorandom chip (PRC) and the other is non-uniform sampling (NUS) modulation. The orthogonal matching pursuit (OMP) algorithm is used to process CS data. The insufficient nature of the sparcity of the signal adversely affects the signal detection probability for both PRC and NUS modulation schemes. Methods to remedy this problem in both modulation schemes are proposed. The improvement in the signal detection and thus the sensitivity performance of the CS based receiver are presented.
基于正交匹配追踪算法的压缩感知电子战接收机灵敏度仿真
传统的基于fft的电子战接收机的宽带覆盖受到模数转换器(ADC)采样频率的限制。基于压缩感知(CS)的宽带电子战数字接收机已被提出并正在开发中,以降低采样率来处理宽带稀疏信号。在本研究中,我们计算了基于CS的电子战接收机的灵敏度。采用了两种CS调制方案。一种是伪随机芯片(PRC),另一种是非均匀采样(NUS)调制。采用正交匹配追踪(OMP)算法对CS数据进行处理。信号稀疏性的不足对PRC和NUS调制方案的信号检测概率都有不利影响。提出了在两种调制方案中解决这一问题的方法。介绍了基于CS的接收机在信号检测和灵敏度性能方面的改进。
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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