Title :
Convergence of iterative signal reconstruction algorithms
Author :
Quatieri, Thomas F. ; Tom, Victor T. ; Hayes, Monson H. ; McClellan, James H.
Author_Institution :
MIT Lincoln Laboratory, Lexington, Massachusetts
Abstract :
This paper is concerned with the development of a general convergence proof which is applicable to a particular class of iterative signal reconstruction algorithms. The proof relies on the concept of a nonexpansive mapping and the uniqueness of the desired signal. Two specific iterative reconstruction algorithms which are considered to illustrate this method of proof are bandlimited extrapolation and phase-only signal reconstruction, the convergence proof of the later being a new result. The generality of the approach allows for the incorporation of nonlinear constraints such as positivity or minimum and maximum value constraints.
Keywords :
Convergence; Discrete Fourier transforms; Extrapolation; Extraterrestrial measurements; Fourier transforms; Iterative algorithms; Iterative methods; Laboratories; Signal mapping; Signal reconstruction;
Conference_Titel :
Acoustics, Speech, and Signal Processing, IEEE International Conference on ICASSP '81.
DOI :
10.1109/ICASSP.1981.1171322