Title :
Multithreaded Direction Preserving Preconditioners
Author_Institution :
Competence center for HPC, Fraunhofer ITWM, Kaiserslautern, Germany
Abstract :
The scalability and robustness of a class of nonoverlapping domain decomposition preconditioners using 2-way nested dissection reordering is studied. We consider two different factorizations: nested and block versions. Both these variants have advantages and disadvantages. The nested variants have less than half the memory requirements compared to block variants. On the other hand, the block variants have faster solve phase and converges within similar number of iterations. In particular, four methods are considered: a nested symmetric successive over relaxation (NSSOR), its block variant block SSOR (BSSOR), nested filtering factorization (NFF), and its block variant block filtering factorization (BFF). The recently introduced filtering preconditioners namely NFF and BFF are two filtering preconditioners that preserve direction on a given filter vector. The scalability and robustness of these methods are discussed on shared memory architecture. We outline the algorithmic differences between NFF and BFF. The implementation is recursive and cache oblivious. The test cases consist of a Poisson problem and convection-diffusion problems with jumping coefficients.
Keywords :
matrix decomposition; multi-threading; 2-way nested dissection reordering; NFF; Poisson problem; block SSOR; block factorization; block filtering factorization; convection-diffusion problem; jumping coefficients; memory requirements; multithreaded direction preserving preconditioners; nested factorization; nested filtering factorization; nested symmetric successive over relaxation; nonoverlapping domain decomposition preconditioners; Approximation methods; Binary trees; Particle separators; Partitioning algorithms; Robustness; Sparse matrices; Vectors;
Conference_Titel :
Parallel and Distributed Computing (ISPDC), 2014 IEEE 13th International Symposium on
Conference_Location :
Marseilles
Print_ISBN :
978-1-4799-5918-1
DOI :
10.1109/ISPDC.2014.23