Title :
Optimized orthogonal matching pursuit approach
Author :
Rebollo-Neira, Laura ; Lowe, David
Author_Institution :
Aston Univ., Birmingham, UK
fDate :
4/1/2002 12:00:00 AM
Abstract :
An adaptive procedure for signal representation is proposed. The representation is built up through functions (atoms) selected from a redundant family (dictionary). At each iteration, the algorithm gives rise to an approximation of a given signal, which is guaranteed (1) to be the orthogonal projection of a signal onto the subspace generated by the selected atoms and (2) to minimize the norm of the corresponding residual error. The approach is termed optimized orthogonal matching pursuit because it improves upon the earlier proposed matching pursuit and orthogonal matching pursuit approaches.
Keywords :
adaptive signal processing; iterative methods; optimisation; signal representation; adaptive signal representation; algorithm; atoms; dictionary; functions; iterative method; optimized orthogonal matching pursuit; orthogonal projection; redundant family; residual error; signal approximation; Approximation algorithms; Atomic measurements; Dictionaries; Least squares approximation; Least squares methods; Matching pursuit algorithms; Merging; Neural networks; Signal generators; Signal representations;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2002.1001652