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A REGULARIZED CONJUGATE GRADIENT METHOD FOR SYMMETRIC POSITIVE DEFINITE SYSTEM OF LINEAR EQUATIONS 被引量:13

A REGULARIZED CONJUGATE GRADIENT METHOD FOR SYMMETRIC POSITIVE DEFINITE SYSTEM OF LINEAR EQUATIONS
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摘要 A class of regularized conjugate gradient methods is presented for solving the large sparse system of linear equations of which the coefficient matrix is an ill-conditioned symmetric positive definite matrix. The convergence properties of these methods are discussed in depth, and the best possible choices of the parameters involved in the new methods are investigated in detail. Numerical computations show that the new methods are more efficient and robust than both classical relaxation methods and classical conjugate direction methods. A class of regularized conjugate gradient methods is presented for solving the large sparse system of linear equations of which the coefficient matrix is an ill-conditioned symmetric positive definite matrix. The convergence properties of these methods are discussed in depth, and the best possible choices of the parameters involved in the new methods are investigated in detail. Numerical computations show that the new methods are more efficient and robust than both classical relaxation methods and classical conjugate direction methods.
出处 《Journal of Computational Mathematics》 SCIE CSCD 2002年第4期437-448,共12页 计算数学(英文)
基金 Subsidized by The Special Funds For Major State Basic Research Projects G1999032803.
关键词 conjugate gradient method symmetric positive definite matrix REGULARIZATION ill-conditioned linear system conjugate gradient method symmetric positive definite matrix regularization ill-conditioned linear system
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参考文献4

  • 1Zhong‐Zhi Bai.A class of modified block SSOR preconditioners for symmetric positive definite systems of linear equations[J].Advances in Computational Mathematics.1999(2)
  • 2Gene H. Golub,Michael L. Overton.The convergence of inexact Chebyshev and Richardson iterative methods for solving linear systems[J].Numerische Mathematik.1988(5)
  • 3R. A. Nicolaides.On the local convergence of certain two step terative procedures[J].Numerische Mathematik.1975(2)
  • 4O. Axelsson.A generalized SSOR method[J].BIT.1972(4)

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