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一种基于正交匹配追踪的压缩感知信号检测算法
引用本文:秦国领,郑 森,王 康,李梓博.一种基于正交匹配追踪的压缩感知信号检测算法[J].电讯技术,2016,56(8):856-861.
作者姓名:秦国领  郑 森  王 康  李梓博
作者单位:1. 酒泉卫星发射中心,甘肃 酒泉,732750;2. 西昌卫星发射中心,四川 西昌,615000;3. 解放军63778部队,黑龙江 佳木斯,154002
摘    要:针对当前压缩感知信号检测算法没有充分利用稀疏系数幅值信息的不足,提出了一种新的检测算法。从正交匹配追踪算法切入,通过深入分析归一化残差的变化信息,提出归一化余差概念,建立了一种基于归一化残差和归一化余差二维判决的信号检测算法。仿真结果表明,算法的有效检测阈值区间随着信噪比的降低而不断减小,且在信噪比为-8 dB、压缩比为0.25时,该算法的检测概率仍能满足要求,具备较好的适应性。

关 键 词:压缩感知  信号检测  正交匹配追踪  特征量

A compressed sensing signal detection algorithm based on orthogonal matching pursuit
QIN Guoling,ZHENG Sen,WANG Kang and LI Zibo.A compressed sensing signal detection algorithm based on orthogonal matching pursuit[J].Telecommunication Engineering,2016,56(8):856-861.
Authors:QIN Guoling  ZHENG Sen  WANG Kang and LI Zibo
Abstract:Considering that current signal detection based on compressed sensing does not effectively use amplitude information of sparse coefficient, this paper proposes a new method. Based on the orthogonal matching pursuit( OMP) algorithm,the concept of normalized residual is presented through analyzing trans-formation information of normalized residual. A two-dimensional(2D) signal detection algorithm is pro-posed in view of normalized residual and normalized remainder. Experiment results show that the effective threshold decreases continuously with the loss of signal-to-noise ratio( SNR) ,and the detection probability meets requirement under the condition of -8 dB SNR and 0. 25 compression ratio. The algorithm possesses a good adaptability.
Keywords:compressed sensing  signal detection  orthogonal matching pursuit  characteristic quantity
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