Conjugate Gradient Type Methods for Ill Posed Problems is popular PDF and ePub book, written by Martin Hanke in 2017-11-22, it is a fantastic choice for those who relish reading online the Mathematics genre. Let's immerse ourselves in this engaging Mathematics book by exploring the summary and details provided below. Remember, Conjugate Gradient Type Methods for Ill Posed Problems can be Read Online from any device for your convenience.
Conjugate Gradient Type Methods for Ill Posed Problems Book PDF Summary
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 Most of the results are as yet unpublished, or obscured in the Russian literature.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.
Detail Book of Conjugate Gradient Type Methods for Ill Posed Problems PDF
- Author : Martin Hanke
- Release : 22 November 2017
- Publisher : CRC Press
- ISBN : 9781351458337
- Genre : Mathematics
- Total Page : 144 pages
- Language : English
- PDF File Size : 9,7 Mb
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