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Double-detector for Sparse Signal Detection from One Bit Compressed Sensing Measurements

机译:双位检测器用于一位压缩稀疏信号检测   感应测量

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摘要

This letter presents the sparse vector signal detection from one bitcompressed sensing measurements, in contrast to the previous works which dealwith scalar signal detection. In this letter, available results are extended tothe vector case and the GLRT detector and the optimal quantizer design areobtained. Also, a double-detector scheme is introduced in which a sensor levelthreshold detector is integrated into network level GLRT to improve theperformance. The detection criteria of oracle and clairvoyant detectors arealso derived. Simulation results show that with careful design of the thresholddetector, the overall detection performance of double-detector scheme would bebetter than the sign-GLRT proposed in [1] and close to oracle and clairvoyantdetectors. Also, the proposed detector is applied to spectrum sensing and theresults are near the well known energy detector which uses the real valued datawhile the proposed detector only uses the sign of the data.
机译:与以前处理标量信号检测的工作相反,这封信介绍了从一个位压缩的传感测量中进行的稀疏矢量信号检测。在这封信中,可用的结果扩展到矢量情况,并获得了GLRT检测器和最佳量化器设计。此外,引入了双检测器方案,其中将传感器级别阈值检测器集成到网络级别GLRT中以提高性能。推导了甲骨文探测器和千里眼探测器的探测标准。仿真结果表明,通过对阈值检测器的精心设计,双检测器方案的整体检测性能将优于[1]中提出的sign-GLRT,并且接近于oracle和clairvoyantdetector。而且,所提出的检测器被应用于频谱感测,结果在使用实值数据的众所周知的能量检测器附近,而所提出的检测器仅使用数据的符号。

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