The Importance of Structure in Incomplete Factorization Preconditioners

0351679 - ÚI 2012 RIV SE eng J - Článek v odborném periodiku
Scott, J. - Tůma, Miroslav
The Importance of Structure in Incomplete Factorization Preconditioners.
Bit. Roč. 51, č. 2 (2011), s. 385-404. ISSN 0006-3835. E-ISSN 1572-9125
Grant ostatní: GA AV ČR(CZ) M100300902
Výzkumný záměr: CEZ:AV0Z10300504
Klíčová slova: sparse symmetric linear systems * incomplete factorizations * preconditioners * level-based approach
Kód oboru RIV: BA - Obecná matematika
Impakt faktor: 0.724, rok: 2011

In this paper, we consider level-based preconditioning, which is one of the basic approaches to incomplete factorization preconditioning of iterative methods. It is well-known that while structure-based preconditioners can be very useful, excessive memory demands can limit their usefulness. Here we present an improved strategy that considers the individual entries of the system matrix and restricts small entries to contributing to fewer levels of fill than the largest entries. Using symmetric positive-definite problems arising from a wide range of practical applications, we show that the use of variable levels of fill can yield incomplete Cholesky factorization preconditioners that are more efficient than those resulting from the standard level-based approach. Further numerical results demonstrate that our level-based approach can lead to much sparser but efficient incomplete factorization preconditioners.
Trvalý link: http://hdl.handle.net/11104/0191383