DocumentCode
2395293
Title
The application of improved Hadamard measurement matrix in compressed sensing
Author
Sun, Rui ; Zhao, Honglin ; Xu, Hao
Author_Institution
Commun. Res. Center, Harbin Inst. of Technol., Harbin, China
fYear
2012
fDate
19-20 May 2012
Firstpage
1994
Lastpage
1997
Abstract
Measurement matrix design plays a very important role in the whole process of compressed sensing, for it determines the possibility of the signal compression and the receiver accuracy of the original signal reconstruction. This paper proposes an improved method to construct Hadamard measurement matrix after adequate study of compressed sensing. Simulation and verification is carried out and compared with the Hadamard measurement matrix before improved. The experimental results highly bear out that the proposed matrix has a better measure effect.
Keywords
Hadamard matrices; signal reconstruction; Hadamard measurement matrix improvement; compressed sensing; signal compression; signal reconstruction; Compressed sensing; Image reconstruction; Matching pursuit algorithms; Matrix decomposition; PSNR; Sparse matrices; Vectors; Hadamad measurement matrix; compressed sensing; measure effect; measurement matrix design;
fLanguage
English
Publisher
ieee
Conference_Titel
Systems and Informatics (ICSAI), 2012 International Conference on
Conference_Location
Yantai
Print_ISBN
978-1-4673-0198-5
Type
conf
DOI
10.1109/ICSAI.2012.6223441
Filename
6223441
Link To Document