Krylov Subspace Methods For Linear Systems

Krylov Subspace Methods For Linear Systems Book in PDF, ePub and Kindle version is available to download in english. Read online anytime anywhere directly from your device. Click on the download button below to get a free pdf file of Krylov Subspace Methods For Linear Systems book. This book definitely worth reading, it is an incredibly well-written.

Krylov Methods for Nonsymmetric Linear Systems

Author : Gérard Meurant,Jurjen Duintjer Tebbens
Publisher : Springer Nature
Page : 686 pages
File Size : 54,7 Mb
Release : 2020-10-02
Category : Mathematics
ISBN : 9783030552510

Get Book

Krylov Methods for Nonsymmetric Linear Systems by Gérard Meurant,Jurjen Duintjer Tebbens Pdf

This book aims to give an encyclopedic overview of the state-of-the-art of Krylov subspace iterative methods for solving nonsymmetric systems of algebraic linear equations and to study their mathematical properties. Solving systems of algebraic linear equations is among the most frequent problems in scientific computing; it is used in many disciplines such as physics, engineering, chemistry, biology, and several others. Krylov methods have progressively emerged as the iterative methods with the highest efficiency while being very robust for solving large linear systems; they may be expected to remain so, independent of progress in modern computer-related fields such as parallel and high performance computing. The mathematical properties of the methods are described and analyzed along with their behavior in finite precision arithmetic. A number of numerical examples demonstrate the properties and the behavior of the described methods. Also considered are the methods’ implementations and coding as Matlab®-like functions. Methods which became popular recently are considered in the general framework of Q-OR (quasi-orthogonal )/Q-MR (quasi-minimum) residual methods. This book can be useful for both practitioners and for readers who are more interested in theory. Together with a review of the state-of-the-art, it presents a number of recent theoretical results of the authors, some of them unpublished, as well as a few original algorithms. Some of the derived formulas might be useful for the design of possible new methods or for future analysis. For the more applied user, the book gives an up-to-date overview of the majority of the available Krylov methods for nonsymmetric linear systems, including well-known convergence properties and, as we said above, template codes that can serve as the base for more individualized and elaborate implementations.

Krylov Subspace Methods for Linear Systems

Author : Tomohiro Sogabe
Publisher : Springer Nature
Page : 233 pages
File Size : 44,6 Mb
Release : 2023-01-20
Category : Mathematics
ISBN : 9789811985324

Get Book

Krylov Subspace Methods for Linear Systems by Tomohiro Sogabe Pdf

This book focuses on Krylov subspace methods for solving linear systems, which are known as one of the top 10 algorithms in the twentieth century, such as Fast Fourier Transform and Quick Sort (SIAM News, 2000). Theoretical aspects of Krylov subspace methods developed in the twentieth century are explained and derived in a concise and unified way. Furthermore, some Krylov subspace methods in the twenty-first century are described in detail, such as the COCR method for complex symmetric linear systems, the BiCR method, and the IDR(s) method for non-Hermitian linear systems. The strength of the book is not only in describing principles of Krylov subspace methods but in providing a variety of applications: shifted linear systems and matrix functions from the theoretical point of view, as well as partial differential equations, computational physics, computational particle physics, optimizations, and machine learning from a practical point of view. The book is self-contained in that basic necessary concepts of numerical linear algebra are explained, making it suitable for senior undergraduates, postgraduates, and researchers in mathematics, engineering, and computational science. Readers will find it a useful resource for understanding the principles and properties of Krylov subspace methods and correctly using those methods for solving problems in the future.

Iterative Krylov Methods for Large Linear Systems

Author : H. A. van der Vorst
Publisher : Cambridge University Press
Page : 242 pages
File Size : 55,5 Mb
Release : 2003-04-17
Category : Mathematics
ISBN : 0521818281

Get Book

Iterative Krylov Methods for Large Linear Systems by H. A. van der Vorst Pdf

Table of contents

Iterative Methods for Sparse Linear Systems

Author : Yousef Saad
Publisher : SIAM
Page : 537 pages
File Size : 45,8 Mb
Release : 2003-04-01
Category : Mathematics
ISBN : 9780898715347

Get Book

Iterative Methods for Sparse Linear Systems by Yousef Saad Pdf

Mathematics of Computing -- General.

Krylov Subspace Methods

Author : Jörg Liesen,Zdenek Strakos
Publisher : Numerical Mathematics and Scie
Page : 408 pages
File Size : 47,6 Mb
Release : 2013
Category : Mathematics
ISBN : 9780199655410

Get Book

Krylov Subspace Methods by Jörg Liesen,Zdenek Strakos Pdf

Describes the principles and history behind the use of Krylov subspace methods in science and engineering. The outcome of the analysis is very practical and indicates what can and cannot be expected from the use of Krylov subspace methods, challenging some common assumptions and justifications of standard approaches.

Linear Estimation and Detection in Krylov Subspaces

Author : Guido K. E. Dietl
Publisher : Springer Science & Business Media
Page : 238 pages
File Size : 47,8 Mb
Release : 2007-06-15
Category : Technology & Engineering
ISBN : 9783540684794

Get Book

Linear Estimation and Detection in Krylov Subspaces by Guido K. E. Dietl Pdf

This book focuses linear estimation theory, which is essential for effective signal processing. The first section offers a comprehensive overview of key methods like reduced-rank signal processing and Krylov subspace methods of numerical mathematics. Also, the relationship between statistical signal processing and numerical mathematics is presented. In the second part, the theory is applied to iterative multiuser detection receivers (Turbo equalization) which are typically desired in wireless communications systems.

Practical Use of Some Krylov Subspace Methods for Solving Indefinite and Unsymmetric Linear Systems

Author : Yale University. Department of Computer Science,Y. Saad
Publisher : Unknown
Page : 40 pages
File Size : 49,9 Mb
Release : 1982
Category : Electronic
ISBN : OCLC:633125339

Get Book

Practical Use of Some Krylov Subspace Methods for Solving Indefinite and Unsymmetric Linear Systems by Yale University. Department of Computer Science,Y. Saad Pdf

Krylov Subspace Methods with Application in Incompressible Fluid Flow Solvers

Author : Iman Farahbakhsh
Publisher : John Wiley & Sons
Page : 254 pages
File Size : 48,8 Mb
Release : 2020-07-17
Category : Science
ISBN : 9781119618706

Get Book

Krylov Subspace Methods with Application in Incompressible Fluid Flow Solvers by Iman Farahbakhsh Pdf

A succinct and complete explanation of Krylov subspace methods for solving systems of equations Krylov Subspace Methods with Application in Incompressible Fluid Flow Solvers is the most current and complete guide to the implementation of Krylov subspace methods for solving systems of equations with different types of matrices. Written in the simplest language possible and eliminating ambiguities, the text is easy to follow for post-grad students and applied mathematicians alike. The book covers a breadth of topics, including: The different methods used in solving the systems of equations with ill-conditioned and well-conditioned matrices The behavior of Krylov subspace methods in the solution of systems with ill-posed singular matrices Expertly supported with the addition of a companion website hosting computer programs of appendices The book includes executable subroutines and main programs that can be applied in CFD codes as well as appendices that support the results provided throughout the text. There is no other comparable resource to prepare the reader to use Krylov subspace methods in incompressible fluid flow solvers.

Iterative Methods for Linear Systems

Author : Maxim A. Olshanskii,Eugene E. Tyrtyshnikov
Publisher : SIAM
Page : 257 pages
File Size : 51,8 Mb
Release : 2014-07-21
Category : Mathematics
ISBN : 9781611973464

Get Book

Iterative Methods for Linear Systems by Maxim A. Olshanskii,Eugene E. Tyrtyshnikov Pdf

Iterative Methods for Linear Systems?offers a mathematically rigorous introduction to fundamental iterative methods for systems of linear algebraic equations. The book distinguishes itself from other texts on the topic by providing a straightforward yet comprehensive analysis of the Krylov subspace methods, approaching the development and analysis of algorithms from various algorithmic and mathematical perspectives, and going beyond the standard description of iterative methods by connecting them in a natural way to the idea of preconditioning.??

Iterative Methods and Preconditioning for Large and Sparse Linear Systems with Applications

Author : Daniele Bertaccini,Fabio Durastante
Publisher : CRC Press
Page : 366 pages
File Size : 43,6 Mb
Release : 2018-02-19
Category : Mathematics
ISBN : 9781351649612

Get Book

Iterative Methods and Preconditioning for Large and Sparse Linear Systems with Applications by Daniele Bertaccini,Fabio Durastante Pdf

This book describes, in a basic way, the most useful and effective iterative solvers and appropriate preconditioning techniques for some of the most important classes of large and sparse linear systems. The solution of large and sparse linear systems is the most time-consuming part for most of the scientific computing simulations. Indeed, mathematical models become more and more accurate by including a greater volume of data, but this requires the solution of larger and harder algebraic systems. In recent years, research has focused on the efficient solution of large sparse and/or structured systems generated by the discretization of numerical models by using iterative solvers.

Krylov Subspace Methods with Application in Incompressible Fluid Flow Solvers

Author : Iman Farahbakhsh
Publisher : John Wiley & Sons
Page : 254 pages
File Size : 43,7 Mb
Release : 2020-09-15
Category : Science
ISBN : 9781119618683

Get Book

Krylov Subspace Methods with Application in Incompressible Fluid Flow Solvers by Iman Farahbakhsh Pdf

A succinct and complete explanation of Krylov subspace methods for solving systems of equations Krylov Subspace Methods with Application in Incompressible Fluid Flow Solvers is the most current and complete guide to the implementation of Krylov subspace methods for solving systems of equations with different types of matrices. Written in the simplest language possible and eliminating ambiguities, the text is easy to follow for post-grad students and applied mathematicians alike. The book covers a breadth of topics, including: The different methods used in solving the systems of equations with ill-conditioned and well-conditioned matrices The behavior of Krylov subspace methods in the solution of systems with ill-posed singular matrices Expertly supported with the addition of a companion website hosting computer programs of appendices The book includes executable subroutines and main programs that can be applied in CFD codes as well as appendices that support the results provided throughout the text. There is no other comparable resource to prepare the reader to use Krylov subspace methods in incompressible fluid flow solvers.

Convergence of Iterations for Linear Equations

Author : Olavi Nevanlinna
Publisher : Springer Science & Business Media
Page : 192 pages
File Size : 42,5 Mb
Release : 1993-06-01
Category : Science
ISBN : 3764328657

Get Book

Convergence of Iterations for Linear Equations by Olavi Nevanlinna Pdf

Assume that after preconditioning we are given a fixed point problem x = Lx + f (*) where L is a bounded linear operator which is not assumed to be symmetric and f is a given vector. The book discusses the convergence of Krylov subspace methods for solving fixed point problems (*), and focuses on the dynamical aspects of the iteration processes. For example, there are many similarities between the evolution of a Krylov subspace process and that of linear operator semigroups, in particular in the beginning of the iteration. A lifespan of an iteration might typically start with a fast but slowing phase. Such a behavior is sublinear in nature, and is essentially independent of whether the problem is singular or not. Then, for nonsingular problems, the iteration might run with a linear speed before a possible superlinear phase. All these phases are based on different mathematical mechanisms which the book outlines. The goal is to know how to precondition effectively, both in the case of "numerical linear algebra" (where one usually thinks of first fixing a finite dimensional problem to be solved) and in function spaces where the "preconditioning" corresponds to software which approximately solves the original problem.

A Survey of Preconditioned Iterative Methods

Author : Are Magnus Bruaset
Publisher : Routledge
Page : 175 pages
File Size : 54,7 Mb
Release : 2018-12-13
Category : Mathematics
ISBN : 9781351469371

Get Book

A Survey of Preconditioned Iterative Methods by Are Magnus Bruaset Pdf

The problem of solving large, sparse, linear systems of algebraic equations is vital in scientific computing, even for applications originating from quite different fields. A Survey of Preconditioned Iterative Methods presents an up to date overview of iterative methods for numerical solution of such systems. Typically, the methods considered are w

Templates for the Solution of Linear Systems

Author : Richard Barrett,Michael W. Berry,Tony F. Chan,James Demmel,June Donato,Jack Dongarra,Victor Eijkhout,Roldan Pozo,Charles Romine,Henk van der Vorst
Publisher : SIAM
Page : 130 pages
File Size : 44,9 Mb
Release : 1994-01-01
Category : Mathematics
ISBN : 9780898713282

Get Book

Templates for the Solution of Linear Systems by Richard Barrett,Michael W. Berry,Tony F. Chan,James Demmel,June Donato,Jack Dongarra,Victor Eijkhout,Roldan Pozo,Charles Romine,Henk van der Vorst Pdf

Mathematics of Computing -- Numerical Analysis.

Iterative Methods for Solving Linear Systems

Author : Anne Greenbaum
Publisher : SIAM
Page : 225 pages
File Size : 43,8 Mb
Release : 1997-01-01
Category : Mathematics
ISBN : 9780898713961

Get Book

Iterative Methods for Solving Linear Systems by Anne Greenbaum Pdf

Mathematics of Computing -- Numerical Analysis.