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Adaptive Inter-Atom Interference Mitigation Approach to Sparse Multi-Path Channel Estimation

机译:稀疏多径信道估计的自适应原子间干扰缓解方法

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Impulse response of multi-path channel can be estimated by using a short training sequence when the channel is sparse. Though the ordinary orthogonal matching pursuit (OMP) provides fast sparse multi-path channel (SMPC) estimation, it suffers from inter-atom interference (IAI), especially in the case of SMPC with a large delay spread and short training sequence. Herein, an adaptive IAI mitigation method is proposed to improve OMP algorithm based on a sensing dictionary, which is utilized to prevent false atoms from being selected due to serious IAI. Numeral experiments illustrate that the improved OMP algorithm based on adaptive IAI mitigation outperforms both the ordinary OMP algorithm.
机译:当信道稀疏时,可以通过使用短训练序列来估计多路径信道的脉冲响应。虽然普通正交匹配追求(OMP)提供快速稀疏的多路径通道(SMPC)估计,但它受到原子间干扰(IAI),特别是在SMPC具有大延迟扩展和短训练序列的情况下。这里,提出了一种自适应IAI缓解方法来提高基于感测字典的OMP算法,其利用以防止由于严重的IAI而被选择的假原子。数字实验说明了基于自适应IAI缓解的改进算法优于普通OMP算法。

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