DocumentCode :
2846163
Title :
Parallel preconditioning technique based on AGM (Arithmetic-Geometric Mean) of eigenvalues without sequential substitution computation
Author :
Fujino, Seiji ; Somehara, Kazunori
Author_Institution :
Res. Inst. for Inf. Technol., Kyushu Univ., Fukuoka, Japan
fYear :
2009
fDate :
21-24 June 2009
Firstpage :
178
Lastpage :
183
Abstract :
We propose a new preconditioning technique: PAGME (preconditioning based on arithmetic-geometric mean) of eigenvalues suited to parallel computation. PAGME does not need sequential computation of forward and backward substitution. In general, these substitutions prevent from efficient parallelization. Therefore the speed of computation deteriorates greatly on parallel computers. In PAGME, however, computation of upper and lower triangular matrix and vector multiplication which can be computed in parallel mode replaces computation of forward and backward substitution included in incomplete factorization of matrix. Therefore, efficient computation on parallel computers can be realized based on the theoretical aspect. Through some numerical experiments, we verify efficiency and effectiveness of the preconditioned CG method with PAGME for some problems.
Keywords :
conjugate gradient methods; eigenvalues and eigenfunctions; mathematics computing; matrix decomposition; parallel processing; PAGME; arithmetic-geometric mean; conjugate gradient method; eigenvalues; matrix factorization; parallel computation; parallel computer; parallel preconditioning; preconditioned CG method; triangular matrix; vector multiplication; Arithmetic; Character generation; Concurrent computing; Eigenvalues and eigenfunctions; Equations; Iterative methods; Linear systems; Optical computing; Sparse matrices; Symmetric matrices; Arithmetic-Geometric Mean; Conjugate Gradient method; Eigenvalue; Parallelism; Preconditioning;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing & Simulation, 2009. HPCS '09. International Conference on
Conference_Location :
Leipzig
Print_ISBN :
978-1-4244-4906-4
Electronic_ISBN :
978-1-4244-4907-1
Type :
conf
DOI :
10.1109/HPCSIM.2009.5195325
Filename :
5195325
Link To Document :
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