[Beowulf] parallel sparse linear solver choice?
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Brian Dobbins brian.dobbins at yale.eduFri Oct 22 10:51:29 PDT 2004
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Hi Paul, If you're looking for packaged solvers, then PETSc (already mentioned) and Aztec could be of interest to you. Aztec is a parallel iterative solver for sparse systems developed by Sandia Labs. (Aztec: http://www.cs.sandia.gov/CRF/aztec1.html ) There is also a direct solver for symmetric positive definite matrices called PSPASES (http://www-users.cs.umn.edu/~mjoshi/pspases/), but I haven't ever looked at that myself, so I can't really tell you much about it. Another direct solution package, originally written for the RS6000 platform but now available for linux (I believe!), is the Watson Sparse Matrix Package (WSMP) (http://www-users.cs.umn.edu/~agupta/wsmp.html), by Anshul Gupta. Not only is the package said to be very good, but Gupta has done a LOT of research on sparse matrices, and it couldn't hurt to read some of his publications. On a different note, if you're not looking for packaged solvers, and just want to know about various methods or want to implement your own -often faster, if you have a known structure in your matrix-, you might want to read up on Yousef Saad's work, as mentioned before. Also, a very useful (and thick!) book is Golub and Van Loan's "Matrix Computations". Finally, if you find you're having difficulty with getting decent preconditioners (if necessary), I'd also suggest taking a look at Michele Benzi's work on sparse approximate inverse preconditioners. (http://www.mathcs.emory.edu/~benzi/) (That last link also has links to other people/places doing research that may be of interest to you.) Hope some of that is of interest to you, - Brian
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