DocumentCode :
1883499
Title :
Sparse channel estimation and measurement matrix optimization for zero padded SCBT system using compressed sensing
Author :
Meng Qingwei ; Huang Jianguo ; Jing, Han ; He Chengbing ; Jun, Sun
Author_Institution :
Coll. of Marine Eng., Northwestern Polytech. Univ., Xi´´an, China
fYear :
2012
fDate :
12-15 Aug. 2012
Firstpage :
254
Lastpage :
257
Abstract :
A sparse channel estimation method using compressed sensing (CS) is proposed for zero padded single carrier block transmission (ZP-SCBT) system employed in sparse wireless channels. We formulate the sparse channel estimation in ZP-SCBT system as a canonical CS problem, and optimize the measurement matrix by minimizing the mutual incoherence property (MIP), binary sequences with optimal aperiodic autocorrelation are utilized for constructing deterministic Toeplitz structured measurement matrices (TSMM) used for sparse channel estimation, which can greatly improve the estimation accuracy compared to Gaussian and Bernoulli distributed random TSMM. Numerical results show that the proposed sparse channel estimation method outperforms traditional least square (LS) estimation scheme when employed in sparse channels, and the channel estimation accuracy of the optimized deterministic TSMM outperforms Gaussian and Bernoulli distributed random TSMM.
Keywords :
Gaussian distribution; Toeplitz matrices; binary sequences; channel estimation; compressed sensing; least squares approximations; wireless channels; Bernoulli distributed random TSMM; Gaussian distributed random TSMM; MIP; Toeplitz structured measurement matrices; binary sequences; channel estimation accuracy; compressed sensing; least square estimation scheme; measurement matrix optimization; mutual incoherence property; optimal aperiodic autocorrelation; sparse channel estimation; sparse wireless channels; zero padded SCBT system; zero padded single carrier block transmission; Channel estimation; Compressed sensing; Estimation; Frequency domain analysis; OFDM; Sparse matrices; Wireless communication; Toeplitz structured measurement matrix; compressed sensing; measurement matrix optimization; zero padded single carrier block transmission;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing, Communication and Computing (ICSPCC), 2012 IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4673-2192-1
Type :
conf
DOI :
10.1109/ICSPCC.2012.6335690
Filename :
6335690
Link To Document :
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