DocumentCode
45402
Title
Two-dimensional iterative adaptive approach for sparse matrix solution
Author
Jahromi, Mohammad Jabbarian ; Kahaei, Mohammad Hossein
Author_Institution
Sch. of Electr. Eng., Iran Univ. of Sci. & Technol., Tehran, Iran
Volume
50
Issue
1
fYear
2014
fDate
January 2 2014
Firstpage
45
Lastpage
47
Abstract
The two-dimensional iterative adaptive approach (2D IAA) algorithm which directly solves 2D sparse signal models is developed. Simulation results show that the 2D IAA achieves a much lower computational cost compared to its 1D version. Also, the 2D IAA has a better performance in sparse reconstruction compared to the spectral projected gradient for l1-norm minimisation and smoothed L0 algorithms.
Keywords
iterative methods; matrix algebra; signal processing; 2D IAA algorithm; 2D sparse signal models; l1-norm minimisation; smoothed L0 algorithms; sparse matrix solution; sparse reconstruction; spectral projected gradient; two-dimensional iterative adaptive approach algorithm;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el.2013.2159
Filename
6698951
Link To Document