Variational Source Conditions, Quadratic Inverse Problems, Sparsity Promoting Regularization

Lieferzeit: Lieferbar innerhalb 14 Tagen

58,84 

New Results in Modern Theory of Inverse Problems and an Application in Laser Optics, Frontiers in Mathematics

ISBN: 3319952633
ISBN 13: 9783319952635
Autor: Flemming, Jens
Verlag: Springer Basel AG
Umfang: xi, 182 S., 35 s/w Illustr., 182 p. 35 illus.
Erscheinungsdatum: 18.09.2018
Auflage: 1/2018
Produktform: Kartoniert
Einband: Kartoniert

Presents recent research results in a consistent notation Contributes to two very active fields of research Shows that variational source condition always yields convergence rate results

Artikelnummer: 5208940 Kategorie:

Beschreibung

The book collects and contributes new results on the theory and practice of ill-posed inverse problems. Different notions of ill-posedness in Banach spaces for linear and nonlinear inverse problems are discussed not only in standard settings but also in situations up to now not covered by the literature. Especially, ill-posedness of linear operators with uncomplemented null spaces is examined.Tools for convergence rate analysis of regularization methods are extended to a wider field of applicability. It is shown that the tool known as variational source condition always yields convergence rate results. A theory for nonlinear inverse problems with quadratic structure is developed as well as corresponding regularization methods. The new methods are applied to a difficult inverse problem from laser optics.Sparsity promoting regularization is examined in detail from a Banach space point of view. Extensive convergence analysis reveals new insights into the behavior of Tikhonov-type regularization with sparsity enforcing penalty.

Herstellerkennzeichnung:


Springer Basel AG in Springer Science + Business Media
Heidelberger Platz 3
14197 Berlin
DE

E-Mail: juergen.hartmann@springer.com

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