Matrix Preconditioning Techniques and Applications

Chapter 1: Introduction

Overview

To obtain improved convergence rates for the methods of successive displacement we require the coefficient matrix to have a P-condition number as small as possible. If this criterion is not satisfied, then it is advisable to prepare the system or precondition it beforehand.

D. J. Evans . Journal of the Institute of Mathematics and Applications , (1968)

In devising a preconditioner, we are faced with a choice between finding a matrix M that approximates A, and for which solving a system is easier than solving one with A, or finding a matrix M that approximates A ?1, so that only multiplication by M is needed.

R. Barrett, et al. The Templates book . SIAM Publications (1993)

This book is concerned with designing an effective matrix, the so-called preconditioner, in order to obtain a numerical solution with more accuracy or in less time. Denote a large-scale linear system of n equations, with A ? n n, b ? n, by

(1.1)

and one simple preconditioned system takes the following form

(1.2)

(Our primary concern is the real case; the complex case is addressed later.) We shall present various techniques of constructing such a preconditioner M that the preconditioned matrix A 1 = MA has better matrix properties than A. As we see, preconditioning can strike the balance of success and failure of a numerical method.

This chapter will review these introductory...

UNLIMITED FREE
ACCESS
TO THE WORLD'S BEST IDEAS

SUBMIT
Already a GlobalSpec user? Log in.

This is embarrasing...

An error occurred while processing the form. Please try again in a few minutes.

Customize Your GlobalSpec Experience

Category: Commercial Matrix Displays
Finish!
Privacy Policy

This is embarrasing...

An error occurred while processing the form. Please try again in a few minutes.