Skip to main content

A class of preconditioned conjugate gradient methods applied to finite element equations

  • Submitted Papers
  • Conference paper
  • First Online:
Preconditioned Conjugate Gradient Methods

Part of the book series: Lecture Notes in Mathematics ((LNM,volume 1457))

Abstract

It is well known that certain conditions have to be fulfilled to ensure existence of stable incomplete (IC) factorizations of a matrix.

Under additional conditions it is possible to construct modified incomplete (MIC) factorizations such that the order of convergence of the corresponding preconditioned conjugate gradient method is increased. For finite element discretizations of partial differential equations leading to matrices meeting these conditions, the number of iterations is of order O(h −1/2), h → 0, compared to O(h −1) for the standard incomplete (IC) factorizations. Here, h is a mesh-parameter.

Since particularly one of the conditions, the so called MIC-condition, sometimes is violated in applications, while the IC-conditions are fulfilled, this point of the theory will be stressed. The simplest method, the so called MIC(0)*-method, will be used as a model in this context.

In this survey, methods for satisfying the fundamental conditions, when they are not primarily fulfilled, will be discussed. Two such ideas are spectral equivalence and hierarchical finite element techniques. A number of applications, e g from plane strain linear elasticity problems, where these ideas are used, will be presented.

For certain model-problems, it is possible to construct modified incomplete factorizations based only on element-matrix factors, such that the actual increase of the rate of convergence is still obtained. This idea will be briefly discussed too.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 29.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 39.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. O. AXELSSON and I. GUSTAFSSON, Iterative Methods for the Solution of the Navier Equations of Elasticity, Comput. Meths. Appl. Mech. Engrg. 15 (1978), 241–258.

    Article  MathSciNet  MATH  Google Scholar 

  2. O. AXELSSON and I. GUSTAFSSON, On the use of Preconditioned Conjugate Gradient Methods for Red-Black Ordered Five-point Difference Schemes, J. Comp. Physics 35 (1980), 284–289.

    Article  MathSciNet  MATH  Google Scholar 

  3. O. AXELSSON and I. GUSTAFSSON, A Preconditioned Conjugate Gradient Method for Finite Element Equations, which is Stable for Rounding Errors, Information Processing 80, ed: S. H. Lavington, North Holland Publishing Company (1980), 723–728.

    Google Scholar 

  4. O. AXELSSON and I. GUSTAFSSON, Preconditioning and Two-Level Multigrid Methods of Arbitrary Degree of Approximation, Math. Comp. 40 (1983), 219–242.

    Article  MathSciNet  MATH  Google Scholar 

  5. O. AXELSSON and I. GUSTAFSSON, An Efficient Finite Element Method for Nonlinear Diffusion Problems, Report 84.06 R, Department of Computer Sciences, Chalmers University of Technology, Göteborg, Sweden, 1984.

    MATH  Google Scholar 

  6. O. AXELSSON and P. S. VASSILEVSKI: Algebraic Multilevel Preconditioning Methods I, Report 8811, Department of Mathematics, Catholic University, Nijmegen, Holland, 1988.

    MATH  Google Scholar 

  7. O. AXELSSON and G. LINDSKOG, A Recursive Two-Level Method for Boundary Value Problems Discretized by Quadratic Finite Elements, Report 8, Numerical Analysis Group, Department of Computer Sciences, Chalmers University of Technology, Göteborg, Sweden, 1988.

    Google Scholar 

  8. O. AXELSSON, On Iterative Solution of Elliptic Difference Equations on a Mesh-Connected Array of Processors, International Journal of High Speed Computing 1 (1989), 165–183.

    Article  MATH  Google Scholar 

  9. O. AXELSSON, G. CAREY and G. LINDSKOG, On a Class of Preconditioned Iterative Methods for Parallel Computers, Technical Report, Dept of Aerospace Eng. and Eng. Mech. The University of Texas at Austin, USA, 1989.

    MATH  Google Scholar 

  10. R. BLAHETA, An Incomplete Factorization Preconditioning Technique for Solving Linear Elasticity Problems, submitted to the special issue of BIT on PCG methods, 1989.

    Google Scholar 

  11. I. GUSTAFSSON, Stability and Rate of Convergence of Modified Incomplete Cholesky Factorization Methods, Report 79.02 R, Department of Computer Sciences, Chalmers University of Technology, Göteborg, Sweden, 1979.

    Google Scholar 

  12. I. GUSTAFSSON, Modified Incomplete Cholesky (MIC) Factorizations, Preconditioning Methods-Theory and Applications, ed: D. Evans, Gordon and Breach Publishers, New York-London-Paris (1983), 265–293.

    Google Scholar 

  13. I. GUSTAFSSON, A Preconditioned Iterative Method for the Solution of the Biharmonic Problem, IMA Journal of Numerical Analysis 4 (1984), 55–67.

    Article  MathSciNet  MATH  Google Scholar 

  14. I. GUSTAFSSON and G. LINDSKOG, A Preconditioning Technique based on Element Matrix Factorizations, Comput. Meths. Appl. Mech. Engrg. 55 (1986), 201–220.

    Article  MathSciNet  MATH  Google Scholar 

  15. M. JUNG, U. LANGER and U. SEMMLER, Preconditioned Conjugate Gradient Methods for Solving Linear Elasticity Finite Element Equations, submitted to the special issue of BIT on PCG methods, 1989.

    Google Scholar 

  16. E. F. KAASSCHIETER, A General Finite Element Preconditioning for the Conjugate Gradient Method, submitted to the special issue of BIT on PCG methods, 1989.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Owe Axelsson Lily Yu. Kolotilina

Rights and permissions

Reprints and permissions

Copyright information

© 1990 Springer-Verlag

About this paper

Cite this paper

Gustafsson, I. (1990). A class of preconditioned conjugate gradient methods applied to finite element equations. In: Axelsson, O., Kolotilina, L.Y. (eds) Preconditioned Conjugate Gradient Methods. Lecture Notes in Mathematics, vol 1457. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0090901

Download citation

  • DOI: https://doi.org/10.1007/BFb0090901

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-53515-7

  • Online ISBN: 978-3-540-46746-5

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics