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Modified incomplete orthogonal factorization methods using Givens rotations
Bai, Zhong-Zhi; Yin, Jun-Feng
2009-09-01
发表期刊COMPUTING
ISSN0010-485X
卷号86期号:1页码:53-69
摘要We present a class of new preconditioners based on the incomplete Givens orthogonalization (IGO) methods for solving large sparse systems of linear equations. In the new methods, instead of dropping entries and accepting fill-ins according to the magnitudes of values and the sparsity patterns, we adopt a diagonal compensation strategy, in which the dropped entries are re-used by adding to the main diagonal entries of the same rows of the incomplete upper-triangular factors, possibly after suitable relaxation treatments, so that certain constraints on the preconditioning matrices are further satisfied. This strategy can make the computed preconditioning matrices possess certain desired properties, e.g., having the same weighted row sums as the target matrices. Theoretical analysis shows that these modified incomplete Givens orthogonalization (MIGO) methods can preserve certain useful properties of the original matrix, and numerical results are used to verify the stability, the accuracy, and the efficiency of the MIGO methods employed to precondition the Krylov subspace iteration methods such as GMRES. Both theoretical and numerical studies show that the MIGO methods may have the potential to present high-quality preconditioners for large sparse nonsymmetric matrices.
关键词Preconditioner Givens rotation Incomplete orthogonal factorization Nonsymmetric matrix
DOI10.1007/s00607-009-0065-4
语种英语
资助项目National Basic Research Program[2005CB321702] ; China Outstanding Young Scientist Foundation[10525102] ; National Natural Science Foundation[10471146]
WOS研究方向Computer Science
WOS类目Computer Science, Theory & Methods
WOS记录号WOS:000269926700004
出版者SPRINGER WIEN
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/7649
专题计算数学与科学工程计算研究所
通讯作者Bai, Zhong-Zhi
作者单位Chinese Acad Sci, State Key Lab Sci Engn Comp, Inst Computat Math & Sci Engn Comp, Acad Math & Syst Sci, Beijing 100190, Peoples R China
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Bai, Zhong-Zhi,Yin, Jun-Feng. Modified incomplete orthogonal factorization methods using Givens rotations[J]. COMPUTING,2009,86(1):53-69.
APA Bai, Zhong-Zhi,&Yin, Jun-Feng.(2009).Modified incomplete orthogonal factorization methods using Givens rotations.COMPUTING,86(1),53-69.
MLA Bai, Zhong-Zhi,et al."Modified incomplete orthogonal factorization methods using Givens rotations".COMPUTING 86.1(2009):53-69.
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