On Fri, 7 Feb 2020 at 19:15, Fande Kong <[email protected]> wrote:

> Thanks, Matt,
>
> It is a great paper. According to the paper, here is my understanding: for
> normal matrices, the eigenvalues of the matrix together with the
> initial residual completely determine the GMRES convergence rate. For
> non-normal matrices, eigenvalues are NOT the relevant quantities in
> determining the behavior of GMRES.
>
> What quantities we should look at for non-normal matrices? In other words,
> how do we know one matrix is easier than others to solve?
>

You need to do a field of values analysis to provide information. This can
give you bounds on convergence but it is often very weak.

Jörg Liesen has a bunch of papers on this.

Lawrence

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