Some approximate Gauss-Newton-type methods for nonlinear ill-posed problems

被引:2
|
作者
Kangro, Inga [1 ]
Kangro, Raul [2 ]
Vaarmann, Otu [1 ]
机构
[1] Tallinn Univ Technol, Inst Cybernet, EE-12618 Tallinn, Estonia
[2] Univ Tartu, Inst Stat Math, EE-50409 Tartu, Estonia
关键词
nonlinear operator equation; ill-posedness; iterative regularization; approximate methods; Gauss-Newton-type methods; CONVERGENCE;
D O I
10.3176/proc.2013.4.03
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper treats numerical methods for solving the nonlinear ill-posed equation F (x) = 0, where the operator F is a Frechet differentiable operator from one Hilbert space into another Hilbert space. Two parametric approximate Gauss-Newton-type methods are developed, a local convergence theorem is proved under certain conditions on a test function and the required solution, and some computational aspects are discussed. The validity of the theoretical convergence rate estimates is illustrated by the numerical results of solving two sample problems, one in a finite-dimensional and the other in an infinite-dimensional Hilbert space.
引用
收藏
页码:227 / 237
页数:11
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