[petsc-users] SLEPc: smallest eigenvalues
Jose E. Roman
jroman at dsic.upv.es
Thu Jul 1 06:29:19 CDT 2021
For smallest real parts one could adapt ex34.c, but it is going to be costly https://slepc.upv.es/documentation/current/src/eps/tutorials/ex36.c.html
Also, if eigenvalues are clustered around the origin, convergence may still be very slow.
It is a tough problem, unless you are able to compute a good preconditioner of A (no need to compute the exact inverse).
Jose
> El 1 jul 2021, a las 13:23, Varun Hiremath <varunhiremath at gmail.com> escribió:
>
> I'm solving for the smallest eigenvalues in magnitude. Though is it cheaper to solve smallest in real part, as that might also work in my case? Thanks for your help.
>
> On Thu, Jul 1, 2021, 4:08 AM Jose E. Roman <jroman at dsic.upv.es> wrote:
> Smallest eigenvalue in magnitude or real part?
>
>
> > El 1 jul 2021, a las 11:58, Varun Hiremath <varunhiremath at gmail.com> escribió:
> >
> > Sorry, no both A and B are general sparse matrices (non-hermitian). So is there anything else I could try?
> >
> > On Thu, Jul 1, 2021 at 2:43 AM Jose E. Roman <jroman at dsic.upv.es> wrote:
> > Is the problem symmetric (GHEP)? In that case, you can try LOBPCG on the pair (A,B). But this will likely be slow as well, unless you can provide a good preconditioner.
> >
> > Jose
> >
> >
> > > El 1 jul 2021, a las 11:37, Varun Hiremath <varunhiremath at gmail.com> escribió:
> > >
> > > Hi All,
> > >
> > > I am trying to compute the smallest eigenvalues of a generalized system A*x= lambda*B*x. I don't explicitly know the matrix A (so I am using a shell matrix with a custom matmult function) however, the matrix B is explicitly known so I compute inv(B)*A within the shell matrix and solve inv(B)*A*x = lambda*x.
> > >
> > > To compute the smallest eigenvalues it is recommended to solve the inverted system, but since matrix A is not explicitly known I can't invert the system. Moreover, the size of the system can be really big, and with the default Krylov solver, it is extremely slow. So is there a better way for me to compute the smallest eigenvalues of this system?
> > >
> > > Thanks,
> > > Varun
> >
>
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