Iterative Regularization Methods for Nonlinear Ill-Posed Problems

Iterative Regularization Methods for Nonlinear Ill-Posed Problems
Author: Barbara Kaltenbacher
Publisher: Walter de Gruyter
Total Pages: 205
Release: 2008-09-25
Genre: Mathematics
ISBN: 311020827X

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Nonlinear inverse problems appear in many applications, and typically they lead to mathematical models that are ill-posed, i.e., they are unstable under data perturbations. Those problems require a regularization, i.e., a special numerical treatment. This book presents regularization schemes which are based on iteration methods, e.g., nonlinear Landweber iteration, level set methods, multilevel methods and Newton type methods.

Nonlinear Ill-Posed Problems

Nonlinear Ill-Posed Problems
Author: A.N. Tikhonov
Publisher: Springer
Total Pages: 386
Release: 1997-12-15
Genre: Mathematics
ISBN: 9789401751674

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Nonlinear Ill-posed Problems

Nonlinear Ill-posed Problems
Author: Andreĭ Nikolaevich Tikhonov
Publisher:
Total Pages: 184
Release: 1998
Genre: Differential equations, Nonlinear
ISBN:

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Nonlinear Ill-posed Problems

Nonlinear Ill-posed Problems
Author: Andreĭ Nikolaevich Tikhonov
Publisher: Springer
Total Pages: 387
Release: 1998
Genre: Differential equations, Nonlinear
ISBN: 9780412790201

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Nonlinear Ill-posed Problems of Monotone Type

Nonlinear Ill-posed Problems of Monotone Type
Author: Yakov Alber
Publisher: Springer Science & Business Media
Total Pages: 432
Release: 2006-02-02
Genre: Mathematics
ISBN: 9781402043956

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Interest in regularization methods for ill-posed nonlinear operator equations and variational inequalities of monotone type in Hilbert and Banach spaces has grown rapidly over recent years. Results in the field over the last three decades, previously only available in journal articles, are comprehensively explored with particular attention given to applications of regularization methods as well as to practical methods used in computational analysis.

Linear and Nonlinear Inverse Problems with Practical Applications

Linear and Nonlinear Inverse Problems with Practical Applications
Author: Jennifer L. Mueller
Publisher: SIAM
Total Pages: 349
Release: 2012-11-30
Genre: Mathematics
ISBN: 1611972337

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Inverse problems arise in practical applications whenever there is a need to interpret indirect measurements. This book explains how to identify ill-posed inverse problems arising in practice and gives a hands-on guide to designing computational solution methods for them, with related codes on an accompanying website. The guiding linear inversion examples are the problem of image deblurring, x-ray tomography, and backward parabolic problems, including heat transfer. A thorough treatment of electrical impedance tomography is used as the guiding nonlinear inversion example which combines the analytic-geometric research tradition and the regularization-based school of thought in a fruitful manner. This book is complete with exercises and project topics, making it ideal as a classroom textbook or self-study guide for graduate and advanced undergraduate students in mathematics, engineering or physics who wish to learn about computational inversion. It also acts as a useful guide for researchers who develop inversion techniques in high-tech industry.

Nonlinear Ill-posed Problems of Monotone Type

Nonlinear Ill-posed Problems of Monotone Type
Author: Yakov Alber
Publisher: Springer Science & Business Media
Total Pages: 422
Release: 2006-02-23
Genre: Mathematics
ISBN: 1402043961

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Interest in regularization methods for ill-posed nonlinear operator equations and variational inequalities of monotone type in Hilbert and Banach spaces has grown rapidly over recent years. Results in the field over the last three decades, previously only available in journal articles, are comprehensively explored with particular attention given to applications of regularization methods as well as to practical methods used in computational analysis.

Iterative Methods for Ill-Posed Problems

Iterative Methods for Ill-Posed Problems
Author: Anatoly B. Bakushinsky
Publisher: Walter de Gruyter
Total Pages: 153
Release: 2010-12-23
Genre: Mathematics
ISBN: 3110250659

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Ill-posed problems are encountered in countless areas of real world science and technology. A variety of processes in science and engineering is commonly modeled by algebraic, differential, integral and other equations. In a more difficult case, it can be systems of equations combined with the associated initial and boundary conditions. Frequently, the study of applied optimization problems is also reduced to solving the corresponding equations. These equations, encountered both in theoretical and applied areas, may naturally be classified as operator equations. The current textbook will focus on iterative methods for operator equations in Hilbert spaces.

Methods for Solving Incorrectly Posed Problems

Methods for Solving Incorrectly Posed Problems
Author: V.A. Morozov
Publisher: Springer Science & Business Media
Total Pages: 275
Release: 2012-12-06
Genre: Mathematics
ISBN: 1461252806

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Some problems of mathematical physics and analysis can be formulated as the problem of solving the equation f € F, (1) Au = f, where A: DA C U + F is an operator with a non-empty domain of definition D , in a metric space U, with range in a metric space F. The metrics A on U and F will be denoted by P and P ' respectively. Relative u F to the twin spaces U and F, J. Hadamard P-06] gave the following defini tion of correctness: the problem (1) is said to be well-posed (correct, properly posed) if the following conditions are satisfied: (1) The range of the value Q of the operator A coincides with A F ("sol vabi li ty" condition); (2) The equality AU = AU for any u ,u € DA implies the I 2 l 2 equality u = u ("uniqueness" condition); l 2 (3) The inverse operator A-I is continuous on F ("stability" condition). Any reasonable mathematical formulation of a physical problem requires that conditions (1)-(3) be satisfied. That is why Hadamard postulated that any "ill-posed" (improperly posed) problem, that is to say, one which does not satisfy conditions (1)-(3), is non-physical. Hadamard also gave the now classical example of an ill-posed problem, namely, the Cauchy problem for the Laplace equation.