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This book is devoted to the mathematical theory of
regularization methods and gives an account of the currently
available results about regularization methods for linear and
nonlinear ill-posed problems. Both continuous and iterative
regularization methods are considered in detail with special
emphasis on the development of parameter choice and stopping rules
which lead to optimal convergence rates.
The conjugate gradient method is a powerful tool for the iterative
solution of self-adjoint operator equations in Hilbert space.This
volume summarizes and extends the developments of the past decade
concerning the applicability of the conjugate gradient method (and
some of its variants) to ill posed problems and their
regularization. Such problems occur in applications from almost all
natural and technical sciences, including astronomical and
geophysical imaging, signal analysis, computerized tomography,
inverse heat transfer problems, and many more This Research Note
presents a unifying analysis of an entire family of conjugate
gradient type methods. Most of the results are as yet unpublished,
or obscured in the Russian literature. Beginning with the original
results by Nemirovskii and others for minimal residual type
methods, equally sharp convergence results are then derived with a
different technique for the classical Hestenes-Stiefel algorithm.
In the final chapter some of these results are extended to
selfadjoint indefinite operator equations. The main tool for the
analysis is the connection of conjugate gradient type methods to
real orthogonal polynomials, and elementary properties of these
polynomials. These prerequisites are provided in a first chapter.
Applications to image reconstruction and inverse heat transfer
problems are pointed out, and exemplarily numerical results are
shown for these applications.
The conjugate gradient method is a powerful tool for the iterative
solution of self-adjoint operator equations in Hilbert space.This
volume summarizes and extends the developments of the past decade
concerning the applicability of the conjugate gradient method (and
some of its variants) to ill posed problems and their
regularization. Such problems occur in applications from almost all
natural and technical sciences, including astronomical and
geophysical imaging, signal analysis, computerized tomography,
inverse heat transfer problems, and many more This Research Note
presents a unifying analysis of an entire family of conjugate
gradient type methods. Most of the results are as yet unpublished,
or obscured in the Russian literature. Beginning with the original
results by Nemirovskii and others for minimal residual type
methods, equally sharp convergence results are then derived with a
different technique for the classical Hestenes-Stiefel algorithm.
In the final chapter some of these results are extended to
selfadjoint indefinite operator equations. The main tool for the
analysis is the connection of conjugate gradient type methods to
real orthogonal polynomials, and elementary properties of these
polynomials. These prerequisites are provided in a first chapter.
Applications to image reconstruction and inverse heat transfer
problems are pointed out, and exemplarily numerical results are
shown for these applications.
This book is devoted to the mathematical theory of
regularization methods and gives an account of the currently
available results about regularization methods for linear and
nonlinear ill-posed problems. Both continuous and iterative
regularization methods are considered in detail with special
emphasis on the development of parameter choice and stopping rules
which lead to optimal convergence rates.
In dieser umfassenden Einfuhrung in die Numerische Mathematik wird
konsequent der Anwendungsbezug dargestellt. Zudem werden dem Leser
detaillierte Hinweise auf numerische Verfahren zur Losung
gewohnlicher und partieller Differentialgleichungen gegeben. Ein
Kapitel zur Modellierung erleichtert den Studierenden das
Verstandnis fur das Losungsverhalten bei Differentialgleichungen.
Die besondere Qualitat des Buches liegt in der Klarheit und
Prazision der Darstellung.
"
This is a reproduction of a book published before 1923. This book
may have occasional imperfections such as missing or blurred pages,
poor pictures, errant marks, etc. that were either part of the
original artifact, or were introduced by the scanning process. We
believe this work is culturally important, and despite the
imperfections, have elected to bring it back into print as part of
our continuing commitment to the preservation of printed works
worldwide. We appreciate your understanding of the imperfections in
the preservation process, and hope you enjoy this valuable book.
++++ The below data was compiled from various identification fields
in the bibliographic record of this title. This data is provided as
an additional tool in helping to ensure edition identification:
++++ Martini Hankii, Schol. Vrat. Aug. Conf. Addict. Inspectoris Et
Gymn. Elisab. Rectoris, Monumenta, Pie Defunctis Olim Erecta Martin
Hanke, Gottfried Hanke Blessing, 1718
This is a reproduction of a book published before 1923. This book
may have occasional imperfectionssuch as missing or blurred pages,
poor pictures, errant marks, etc. that were either part of the
original artifact, or were introduced by the scanning process. We
believe this work is culturally important, and despite the
imperfections, have elected to bring it back into print as part of
our continuing commitment to the preservation of printed
worksworldwide. We appreciate your understanding of the
imperfections in the preservation process, and hope you enjoy this
valuable book.++++The below data was compiled from various
identification fields in the bibliographic record of this title.
This data is provided as an additional tool in helping to ensure
edition identification: ++++ Martini Hankii De Silesiorum Nominibus
Antiquitates: Additi Sunt Tres Indices Martin Hanke Bauch, 1702
This is a reproduction of a book published before 1923. This book
may have occasional imperfectionssuch as missing or blurred pages,
poor pictures, errant marks, etc. that were either part of the
original artifact, or were introduced by the scanning process. We
believe this work is culturally important, and despite the
imperfections, have elected to bring it back into print as part of
our continuing commitment to the preservation of printed
worksworldwide. We appreciate your understanding of the
imperfections in the preservation process, and hope you enjoy this
valuable book.++++The below data was compiled from various
identification fields in the bibliographic record of this title.
This data is provided as an additional tool in helping to ensure
edition identification: ++++ Martini Hankii De Silesiorum Rebus Ab
Anno Christi 550. Ad 1170. Exercitationes: Additi Sunt Indices
Quatuor Martin Hanke Bauch, 1705
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