Title :
Improved compressed sensing-based UWB channel estimation
Author :
Jian, Chunyu ; Ye, Xinrong ; Zhu, Wei-Ping
Author_Institution :
Inst. of Signal Process. & Transm., Nanjing Univ. of Posts & Telecommun., Nanjing, China
Abstract :
In this paper, an improved scheme of channel estimation for ultrawideband (UWB) communication system is presented based on the theory of compressive sensing (CS). The key idea is to construct the sensing matrix adaptively using the information of the energy distribution of the received pilot signal in each frame and then use the method of distributed compressed sensing (DCS) to get the channel estimate. The orthogonal matching pursuit (OMP) is then modified to improve the channel estimation performance. Computer simulation shows that the estimation error of our approach is reduced significantly at low levels of SNR as compared to an already existing CS channel estimation method for UWB systems, while the number of measurements remains the same.
Keywords :
channel estimation; matrix algebra; ultra wideband communication; UWB channel estimation; distributed compressed sensing; energy distribution; estimation error; orthogonal matching pursuit; pilot signal; sensing matrix; ultrawideband communication system; Channel estimation; Compressed sensing; Estimation; Matching pursuit algorithms; Sensors; Sparse matrices; Vectors; adaptive sensing matrix distributed compressed sensing; compressive sensing; ultrawideband;
Conference_Titel :
Wireless Communications and Signal Processing (WCSP), 2011 International Conference on
Conference_Location :
Nanjing
Print_ISBN :
978-1-4577-1009-4
Electronic_ISBN :
978-1-4577-1008-7
DOI :
10.1109/WCSP.2011.6096935