Near linear time solution of elliptic PDE's using support-graph preconditioners
Steve Vavasis, Department of Computer Science, Cornell University
October 7th 2005, 3:30PM, Wean 7220
Abstract
Support-graph preconditioners were first proposed by Vaidya in 1991.
They are a graph-based method for fast solution of a certain kinds of
linear equations. The basic idea was extended and generalized by
various groups including Gremban, Miller and Zagha; Boman and
Hendrickson; Bern et al.; and most recently Spielman and Teng. A
limitation of almost all of this previous work is that provable bounds
on the running time of the various methods have been available only in
the case that the matrix is diagonally dominant, which is a fairly
restricted class of linear systems.
We show how to extend this previous work to linear systems arising from
finite element analysis of elliptic boundary value problems. Our
technique, in combination with the recent results of Spielman and Teng,
establishes that these linear systems can be solved in nearly linear
time. Other fast methods, notably multigrid, are also available for
these problems. In comparison with multigrid, our method imposes more
stringent restrictions on the class of differential equations but fewer
restrictions on the mesh, geometry, and variation of the coefficient
fields.
This talk represents joint work with Erik Boman and Bruce Hendrickson.