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Construction and Analysis of Structured Preconditioners for Block Two-by-Two Matrices 被引量:7

Construction and Analysis of Structured Preconditioners for Block Two-by-Two Matrices
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摘要 For the large sparse block two-by-two real nonsingular matrices, we establish a general framework of structured preconditioners through matrix transformation and matrix approximations. For the specific versions such as modified block Jacobi-type, modified block Gauss-Seidel-type, and modified block unsymmetric (symmetric) Gauss-Seidel-type preconditioners, we precisely describe their concrete expressions and deliberately analyze eigenvalue distributions and positive definiteness of the preconditioned matrices. Also, we show that when these structured preconditioners are employed to precondition the Krylov subspace methods such as GMRES and restarted GMRES, fast and effective iteration solvers can be obtained for the large sparse systems of linear equations with block two-by-two coefficient matrices. In particular, these structured preconditioners can lead to high-quality preconditioning matrices for some typical matrices from the real-world applications. For the large sparse block two-by-two real nonsingular matrices, we establish a general framework of structured preconditioners through matrix transformation and matrix approximations. For the specific versions such as modified block Jacobi-type, modified block Gauss-Seidel-type, and modified block unsymmetric (symmetric) Gauss-Seidel-type preconditioners, we precisely describe their concrete expressions and deliberately analyze eigenvalue distributions and positive definiteness of the preconditioned matrices. Also, we show that when these structured preconditioners are employed to precondition the Krylov subspace methods such as GMRES and restarted GMRES, fast and effective iteration solvers can be obtained for the large sparse systems of linear equations with block two-by-two coefficient matrices. In particular, these structured preconditioners can lead to high-quality preconditioning matrices for some typical matrices from the real-world applications.
作者 白中治
出处 《Journal of Shanghai University(English Edition)》 CAS 2004年第4期397-405,共9页 上海大学学报(英文版)
基金 ProjectsupportedbytheSpecialFundsforMajorStateBasicRe searchProjects (GrantNo .19990 3 2 80 3 )
关键词 block two-by-two matrix PRECONDITIONER modified block relaxation iteration eigenvalue distribution positive definiteness. block two-by-two matrix, preconditioner, modified block relaxation iteration, eigenvalue distribution, positive definiteness.
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参考文献4

  • 1Zhong-Zhi Bai.Modified Block SSOR Preconditioners for Symmetric Positive Definite Linear Systems[J].Annals of Operations Research (-).2001(1-4)
  • 2Zhong-Zhi Bai,Iain S. Duff,Andrew J. Wathen.A Class of Incomplete Orthogonal Factorization Methods. I: Methods and Theories[J].Bit Numerical Mathematics.2001(1)
  • 3Gene H. Golub,X. Wu,Jin-Yun Yuan.SOR-like Methods for Augmented Systems[J].Bit Numerical Mathematics.2001(1)
  • 4Zhong‐Zhi Bai.A class of modified block SSOR preconditioners for symmetric positive definite systems of linear equations[J].Advances in Computational Mathematics.1999(2)

同被引文献18

  • 1安恒斌,白中治.NGLM:一类全局收敛的Newton-GMRES方法[J].计算数学,2005,27(2):151-174. 被引量:14
  • 2Zhong-zhi Bai,Jun-feng Yin,Yang-feng Su.A SHIFT-SPLITTING PRECONDITIONER FOR NON-HERMITIAN POSITIVE DEFINITE MATRICES[J].Journal of Computational Mathematics,2006,24(4):539-552. 被引量:16
  • 3陈小山,黎稳.一类线性方程组的结构向后误差分析[J].计算数学,2007,29(4):433-438. 被引量:2
  • 4H.-B.AN,Z.-Z.BAI.A globally convergent Newton-GMRES method for large sparse systems of nonlinear equations. Applied Numerical Mathematics . 2007
  • 5Z.-Z.BAI,,M.K.NG.On inexact preconditioners for nonsymmetric matrices. SIAM Journal on Scientific Computing . 2005
  • 6Z.-Z.BAI,M.K.NG,Z.-Q.WANG.Constraint preconditioners for symmetric indefinite matrices. SIAM Journal on Matrix Analysis and Applications . 2009
  • 7C.KELLER,N.I.M.GOULD,A.J.WATHEN.Constraint preconditioning for indefinite linear systems. SIAM Journal on Matrix Analysis and Applications . 2000
  • 8M.P.NIKOLOVA,M.K.NG.Analysis of half-quadratic minimization methods for signal and image recovery. SIAM Journal on Scientific Computing . 2005
  • 9M.K.NG,N.K.BOSE.Mathematical analysis of super-resolution methodology. IEEE Signal Processing Magazine . 2003
  • 10Banham MR,Katsaggelos AK.Digital image restoration. IEEE Signal Processing Magazine . 1997

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