[petsc-users] How to determine a reasonable relative tolerance to iteratively solve a linear system of equations?

Barry Smith bsmith at mcs.anl.gov
Tue Mar 14 20:52:37 CDT 2017



  Ok, you should investigate the -pc_type gamg preconditioner and using MatSetNearNullSpace() after creating MatNullSpaceCreateRigidBody().

   If everything is working well this should lead to a scalable efficient solver that requires less than, say, 30 iterations. 
If this doesn't help a great deal send us more email.

   Barry

> On Mar 14, 2017, at 8:46 PM, Fangbo Wang <fangbowa at buffalo.edu> wrote:
> 
> it is a solid mechanics problem.
> 
> On Tue, Mar 14, 2017 at 6:42 PM, Barry Smith <bsmith at mcs.anl.gov> wrote:
> 
> > On Mar 14, 2017, at 5:32 PM, Fangbo Wang <fangbowa at buffalo.edu> wrote:
> >
> > Hi,
> >
> > I know this is not a problem specific to PETSc, but I have this doubt for a long time and want to ask the experts here.
> >
> > Suppose I have a very large linear system of equations with 1.5 million unkowns. It is common to use relative tolerance as a stopping criteria.
> >
> > For a small linear system, I usually use 1e-6, or 1e-8, or 1e-10, etc. But for a very large linear system, do I need to use a relative tolerance much smaller than the previous I use? (Theoretically I think the relative tolerance has nothing related to system size).
> >
> > However, something very weird happens. I used 1e-7 as my relative tolerance for my linear system  with 1.5 million unknows using conjugate gradient method with jacobi preconditioner, the solver can not converge to 1e-7 with 10,000 iterations. I can use a larger tolerance but the solution is not good.
> 
>    This is not particularly weird. Jacobi preconditioning can perform very poorly depending on the structure of your matrix.
> 
>    So first you need a better preconditioner. Where does the matrix come from? This helps determine what preconditioner to use. For example, is it a pressure solve, a structural mechanics problem, a Stokes-like problem, a fully implicit cdf problem.
> 
>    Barry
> 
> >
> > Any one have some  advices? Thank you very much!
> >
> > Best regards,
> >
> > Fangbo Wang
> >
> > --
> > Fangbo Wang, PhD student
> > Stochastic Geomechanics Research Group
> > Department of Civil, Structural and Environmental Engineering
> > University at Buffalo
> > Email: fangbowa at buffalo.edu
> 
> 
> 
> 
> -- 
> Fangbo Wang, PhD student
> Stochastic Geomechanics Research Group
> Department of Civil, Structural and Environmental Engineering
> University at Buffalo
> Email: fangbowa at buffalo.edu



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