Large Scale Linear Systems of Equations - Mihály Klincsik

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fulfils.

3. Condition number of systems of linear equations and matrices. We will write linear equations as (3.1) where A is a non-singular n × n matrix, b ∈

is given vector, and ∈

the exact solution have to be found. Throughout this point will denote a potential solution and

the sequence of iterates. We

will denote the i-th component of a vector by and the i-th component of rarely need to refer to individual components of vectors.

by

. We will

3.1. DEFINITION. Residual vector The vector is called the residual vector for linear equations Most iterative methods terminate when the residual is sufficiently small. One termination criterion is

3.2. DEFINITION. Error vector The difference vector is called the error vector for linear equations solution

Try to estimate relative changes

between approximate solution

of the residual with the relative changes

and exact

of the error!

Since we have =

.

On the other hand Hence

The upper bound between the relative norms

is called the condition number of 14


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