Skip to main content
Log in

The Breakdowns of BiCGStab

  • Published:
Numerical Algorithms Aims and scope Submit manuscript

Abstract

The effects of the three principal possible exact breakdowns which may occur using BiCGStab are discussed. BiCGStab is used to solve large sparse linear systems of equations, such as arise from the discretisation of PDEs. These PDEs often involve a parameter, say γ. We investigate here how the numerical error grows as breakdown is approached by letting γ tend to a critical value, say γc, at which the breakdown is numerically exact. We found empirically in our examples that loss of numerical accuracy due stabilisation breakdown and Lanczos breakdown was discontinuous with respect to variation of γ around γc. By contrast, the loss of numerical accuracy near a critical value γc for pivot breakdown is roughly proportional to |γ−γc|−1.

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  1. C. Brezinski and M Redivo-Zaglia, Breakdowns in the computation of orthogonal polynomials, in: Nonlinear Numerical Methods and Rational Approximation II, ed. A. Cuyt (Kluwer, Dordrecht, 1994) pp. 49–59.

    Google Scholar 

  2. C. Brezinski and M Redivo-Zaglia, Look-ahead in BiCGStab and other product methods for linear systems, BIT 35 (1995) 169–201.

    Google Scholar 

  3. R. Fletcher, Conjugate gradient methods for indefinite systems, in: Numer. Analysis, Dundee, 1975, ed. G.A. Watson, Lecture Notes in Mathematics, Vol. 506 (Springer, Berlin, 1976) pp. 73–89.

    Google Scholar 

  4. R.W. Freund, M.H. Gutknecht and N. Nachtigal. An implementation of look-ahead Lanczos algorithm for non-Hermitian matrices, SIAM J. Sci. Comput. 14 (1993) 137–158.

    Google Scholar 

  5. G.H. Golub and H.A. Van der Vorst, Closer to the solution: Iterative linear solvers, in: The State of the Art in Numerical Analysis, eds. I.S. Duff and G.A. Watson (Clarendon Press, Oxford, 1997) pp. 63–92.

    Google Scholar 

  6. P.R. Graves-Morris, A 'Look-around Lanczos' algorithm for solving a system of linear equations, Numer. Algorithms 15 (1997) 247–274.

    Google Scholar 

  7. P.R. Graves-Morris, VPAStab and its breakdowns, submitted to Numer. Algorithms (2002).

  8. P.R. Graves-Morris and A. Salam, Avoiding breakdown in van der Vorst's method, Numer. Algorithms 21 (1999) 205–223.

    Google Scholar 

  9. A. Greenbaum, Estimating the attainable accuracy of recursively computed residual methods, SIAM J. Matrix Anal. Appl. 18 (1997) 535–551.

    Google Scholar 

  10. M.H. Gutknecht, Lanczos-type solvers for non-symmetric linear systems of equations, Acta Numerica 6 (1997) 271–397.

    Google Scholar 

  11. M.H. Gutknecht and K.J. Ressel, Look-ahead procedures for Lanczos-type product methods based on three-term Lanczos recurrences, SIAM J. Matrix Anal. Appl. 21 (2000) 1051–1078.

    Google Scholar 

  12. M.H. Gutknecht and Z. Strakoš, Accuracy of two three-term and three two-term recurrences for Krylov space solvers, SIAM J. Matrix Anal. Appl. 22 (2000) 213–229.

    Google Scholar 

  13. MATLAB 6.0, The MathWorks Inc., Natick, MA, USA.

  14. J.K. Reid, The use of conjugate gradients for systems of equations possessing 'Property A', SIAM J. Numer. Anal. (1972) 325-332.

  15. G.L.G. Sleijpen and H.A. van der Vorst, Maintaining convergence properties of BiCGStab methods in finite precision arithmetic, Numer. Algorithms 10 (1995) 203–223.

    Google Scholar 

  16. G.L.G. Sleijpen and H.A. van der Vorst, Reliable updated residuals in hybrid Bi-CG methods, Computing 56 (1996) 141–163.

    Google Scholar 

  17. H.A. Van der Vorst, Bi-CGStab: A fast and smoothly convergent variant of Bi-CG for the solution of non-symmetric linear systems, SIAM J. Sci. Statist. Comput. 13 (1992) 631–644.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Graves-Morris, P. The Breakdowns of BiCGStab. Numerical Algorithms 29, 97–105 (2002). https://doi.org/10.1023/A:1014864007293

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1014864007293

Navigation