Modified OMP Algorithm for Compressible Channel Impulse Response Estimation

被引:3
|
作者
Dziwoki, Grzegorz [1 ]
Kucharczyk, Marcin [1 ]
Izydorczyk, Jacek [1 ]
机构
[1] Silesian Tech Univ, Inst Elect, Gliwice, Poland
来源
COMPUTER NETWORKS, CN 2018 | 2018年 / 860卷
关键词
Channel estimation; Compressible impulse response; Compressive Sensing; Greedy methods; Orthogonal Matching Pursuit; SIGNAL RECOVERY;
D O I
10.1007/978-3-319-92459-5_13
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Wireless communication link at the physical layer can be described as a signal transmission over multiple propagation paths which are different in the gain and the delay. But in reality there are only a few significant paths responsible for the most signal energy transmission between transmitter and receiver. Such a sparse nature of the propagation environment promotes the use of the compressed sensing methods for channel impulse response estimation in the receiver. Unfortunately, a typical band-limited transmission violates the strict channel sparsity making the impulse response reconstruction more complex. The paper presents an analysis of channel impulse response estimation with the Orthogonal Matching Pursuit algorithm. A modification of the classical OMP method is proposed in order to improve both the channel estimation and the data transmission qualities in case of a weak condition of the impulse response sparsity. This proposition is numerically evaluated for the general case of the OFDM transmission over a sixth path urban channel model. The results are compared to the ones obtained for the strict sparse impulse response instance.
引用
收藏
页码:161 / 170
页数:10
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