PHASE RECONSTRUCTION VIA NONLINEAR LEAST-SQUARES

被引:23
作者
DOBSON, DC
机构
[1] Inst. for Maths. and Its Applications, Minnesota Univ., Minneapolis, MN
关键词
D O I
10.1088/0266-5611/8/4/007
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Consider the problem of reconstructing the phase-phi of a complex-valued function fe(i-phi), given knowledge of the magnitude Absolute value of f and the magnitude of the Fourier transform \(fe(i-phi)and\. In this paper we consider formulation as a least-squares minimization problem. It is shown that the linearized problem is ill posed. Also, suprisingly, the gradient of the least-squares objective functional is not Frechet differentiable. A regularization is introduced which restores differentiability and also counteracts instability. It is shown how a certain implementation of Newton's method can be used to solve the regularized least-squares problem efficiently, and that the method converges locally, almost quadratically. Numerical examples are given with an application to diffractive optics.
引用
收藏
页码:541 / 557
页数:17
相关论文
共 17 条
[1]  
Adams RA., 2003, PURE APPL MATH SOB O, V2
[2]   UNIQUENESS OF SOLUTIONS TO TWO-DIMENSIONAL FOURIER PHASE PROBLEMS FOR LOCALIZED AND POSITIVE IMAGES [J].
BATES, RHT .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1984, 25 (02) :205-217
[3]  
Born M., 1980, PRINCIPLES OPTICS
[4]  
BRTERO M, 1978, RCP 264 ETUDE INTERD
[5]   INEXACT NEWTON METHODS [J].
DEMBO, RS ;
EISENSTAT, SC ;
STEIHAUG, T .
SIAM JOURNAL ON NUMERICAL ANALYSIS, 1982, 19 (02) :400-408
[6]  
DENNIS JE, 1983, NUMERICAL METHODS UN
[7]  
EISMANN MT, 1989, SPIE P, V1052, P10
[8]  
FARN MW, 1992, IN PRESS SPIE P, V1555
[9]   PHASE RETRIEVAL ALGORITHMS - A COMPARISON [J].
FIENUP, JR .
APPLIED OPTICS, 1982, 21 (15) :2758-2769
[10]  
GERCHBERG RW, 1972, OPTIK, V35, P237