Title
Generalized sampling: a variational approach .II. Applications
Abstract
For pt.I see ibid., vol.50, no.8, p.1965-76 (2000). The variational reconstruction theory from a companion paper finds a solution consistent with some linear constraints and minimizing a quadratic plausibility criterion. It is suitable for treating vector and multidimensional signals. Here, we apply the theory to a generalized sampling system consisting of a multichannel filterbank followed by a nonuniform sampling. We provide ready-made formulas, which should permit application of the technique directly to problems at hand. We comment on the practical aspects of the method, such as numerical stability and speed. We show the reconstruction formula and apply it to several practical examples, including new variational formulation of derivative sampling, landmark warping, and tomographic reconstruction
Year
DOI
Venue
2002
10.1109/TSP.2002.800386
Signal Processing, IEEE Transactions  
Keywords
Field
DocType
variational approach,companion paper,practical example,nonuniform sampling,derivative sampling,reconstruction formula,practical aspect,variational reconstruction theory,generalized sampling,tomographic reconstruction,generalized sampling system,new variational formulation,signal reconstruction,image registration,speed,thin plate spline,vectors,biomedical imaging,filter bank,ofdm modulation,interpolation,indexing terms,multidimensional signal processing,multidimensional systems,numerical stability,sampling methods
Iterative reconstruction,Multidimensional signal processing,Mathematical optimization,Variational principle,Sampling (statistics),Mathematics,Numerical stability,Signal reconstruction,Multidimensional systems,Nonuniform sampling
Journal
Volume
Issue
ISSN
50
8
1053-587X
Citations 
PageRank 
References 
8
0.66
15
Authors
3
Name
Order
Citations
PageRank
Kybic, J.1112.06
T Blu22574259.70
Unser, M.33438442.40