DocumentCode
1193519
Title
Relaxation procedure for phase retrieval of nonnegative signals
Author
Ahn, Hyunduk ; Yagle, Andrew E.
Author_Institution
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Volume
42
Issue
11
fYear
1994
fDate
11/1/1994 12:00:00 AM
Firstpage
2997
Lastpage
3005
Abstract
The paper presents an iterative procedure called the relaxation of autocorrelation equations (RAE) for solving the phase retrieval problem for nonnegative signals. First, the phase retrieval problem is formulated in the spatial domain as a set of polynomial equations with autocorrelations as known data and signal values as unknowns. Then, the RAE procedure solves these equations by recognizing one unknown at a time. While other unknowns are held constant at previously estimated values, a single unknown is varied inside the nonnegative region to globally minimize the sum of squared residuals of the equations with respect to the unknown. In every iteration, this procedure is repeated for each signal value. Since the sum of squared residuals is nonincreasing, the algorithm will either converge to a solution or stagnate; ways to overcome stagnation are suggested. The key feature of the RAE procedure is that unlike iterative transform algorithms, it allows direct control over bounding values of the signal at all times. Several numerical examples illustrate the RAE procedure
Keywords
convergence of numerical methods; correlation methods; iterative methods; least squares approximations; minimisation; phase estimation; polynomials; signal reconstruction; RAE; bounding values; convergence; iterative procedure; minimization; nonnegative signals; numerical examples; phase retrieval; polynomial equations; relaxation of autocorrelation equations; spatial domain; squared residuals; stagnation; Astronomy; Autocorrelation; Equations; Fourier transforms; Information retrieval; Iterative algorithms; Polynomials; Signal processing algorithms; Switches; X-ray imaging;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/78.330360
Filename
330360
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