Abstract
We are concerned with the study and the design of optimal preconditioners for ill-conditioned Toeplitz systems that arise from a priori known real-valued nonnegative generating functions f(x,y) having roots of even multiplicities. Our preconditioned matrix is constructed by using a trigonometric polynomial θ(x,y) obtained from Fourier/kernel approximations or from the use of a proper interpolation scheme. Both of the above techniques produce a trigonometric polynomial θ(x,y) which approximates the generating function f(x,y), and hence the preconditioned matrix is forced to have clustered spectrum. As θ(x,y) is chosen to be a trigonometric polynomial, the preconditioner is a block band Toeplitz matrix with Toeplitz blocks, and therefore its inversion does not increase the total complexity of the PCG method. Preconditioning by block Toeplitz matrices has been treated in the literature in several papers. We compare our method with their results and we show the efficiency of our proposal through various numerical experiments.
Similar content being viewed by others
References
Angelos J.R., Kaufman R.H., Henry M.S., Lenker T.D. (1989). Approximation Theory VI. Academic, New York
Arico, A., Donatelli, M.: A V-cycle multigrid for multilevel matrix algebras: proof of convergence. Numer. Math (to appear)
Arico A., Donatelli M., Serra Capizzano S. (2004). V-cycle optimal convergence for certain (multilevel) structured linear systems. SIAM J. Matrix Anal. Appl. 26(1):186–214
Bertero M., Boccacci P. (1998). Introduction to Inverse Problems in Imaging. Institute of Physics Publ, Bristol
Bhatia R. Fourier Series. Texts and Readings in Mathematics, New Delhi (1993).
Bottcher A., Grudsky S. (1998). On the condition numbers of large semi-definite Toeplitz matrices. Linear Algebra Appl. 279:285–301
Brocwell P., Davis R. (1991). Time Series: Theory and Methods. Springer, Berlin Heidelberg New York
Chan R.H. (1991). Toeplitz preconditioners for Toeplitz systems with nonnegative generating functions. IMA J. Numer. Anal. 11:333–345
Chan R.H., Jin X.Q. (1992). A family of block preconditioners for block systems. SIAM J. Sci. Stat. Comput. 13:1218–1235
Chan R.H., Ng M.K. (1996). Conjugate gradient method for Toeplitz systems. SIAM Rev. 38:427–482
Chan R.H., Yeung M. (1992). Circulant preconditioners from kernels. SIAM J. Numer. Anal. 29:1093–1103
Chan T., Olkin J.A. (1994). Circulant preconditioner for Toeplitz-block systems. Numer. Algorithms 6:89–101
Di Benedetto F. (1997). Preconditioning of block Toeplitz matrices by sine transform. SIAM J. Sci. Comput. 18(2):499–515
Engl H., Hanke M., Neubauer A. (1996). Regularization of Inverse Problems. Kluwer, Dordrecht
Estatico C. (2002). A class of filtering superoptimal preconditioners for highly ill-conditioned linear systems. BIT 42: 753–778
Fiorentino G., Serra Capizzano S. (1996). Multigrid methods for symmetric positive definite block Toeplitz matrices with nonnegative generating functions. SIAM J. Sci. Comput. 17(4):1068–1081
Grenander U., Szegö G. (1984). Toeplitz Forms and their Applicationsorms and their Applications. 2nd ed. Chelsea, New York
Hanke M., Nagy J., Plemmons R. (1993). Preconditioned iterative regularization for ill-posed problems. In: Reichel L., Ruttal A., Varga R.S. (eds) Numerical linear algebra de Gruyter, Berlin pp. 141–163
Hurvich C., Lu Y. (2005). On the complexity of the Preconditioned Conjugate Gradient algorithm for solving Toeplitz systems with a Fisher-Hartwig singularity. SIAM J. Matrix Anal. Appl. 27:638–653
Jackson D. (1930). The Theory of Approximation. American Mathematical Society, New York
Jin X.Q. (1996). Band-Toeplitz preconditioners for block Toeplitz systems. J. Comput. Appl. Math. 70:225–230
Korovkin P.P. (1960). Linear Operators and Approximation Theory. Hindustan Publishing Co., Delhi (English translation)
Ku T., Kuo C.J. (1992). On the spectrum of a family of preconditioned block Toeplitz matrices. SIAM J. Sci. Statist. Comput. 16:951–955
Lund J., Bowers K. (1992). Sinc Methods for Quadrature and Differential Equations. SIAM, UK
Ng M.K. (1999). Band preconditioners for block-Toeplitz-Toeplitz-block systems. Linear Algebra Appl. 259:307–327
Ng M.K. (1999). Fast Iterative Methods for Symmetric Sinc–Galerkin systems. IMA J. Numer. Anal. 19:357–373
Ng M.K., Serra Capizzano S., Tablino Possio C. (2005). Numerical behaviour of multigrid for symmetric Sinc–Galerkin systems. Numer. Linear Algebra Appl. 12:261–269
Ng M.K., Chan R.H., Tang W.C. (1999). A fast algorithm for deblurring models with Neumann boundary conditions. SIAM J. Sci. Comput. 21:851–866
Noutsos D., Serra Capizzano S., Vassalos P. (2003). Spectral equivalence and matrix algebra preconditioners for multilevel Toeplitz systems: a negative result. Structured Matrices in Mathematics, Computer Science, and Engineering. Comtemp. Math. 323:313–322
Noutsos D., Serra Capizzano S., Vassalos P. (2004). Matrix algebra preconditioners for Toeplitz systems do not insure optimal convergence rate. Theoret. Computer Sci. 315:557–579
Noutsos D., Serra Capizzano S., Vassalos P. (2005). A preconditioning proposal for ill-conditioned Hermitian two-level Toeplitz systems. Numer. Linear Algebra Appl. 12:231–239
Noutsos D., Serra Capizzano S., Vassalos P. (2006). Two-level Toeplitz preconditioning: approximation results for matrices and functions. SIAM J. Sci. Comput. 28:439–458
Noutsos D., Vassalos P. (2002). New band Toeplitz preconditioners for ill-conditioned symmetric positive definite Toeplitz systems. SIAM J. Matrix Anal. Appl. 23:728–743
Potts D., Steidl G. (1999). Preconditioners for ill-conditioned Toeplitz matrices. BIT 39:513–533
Potts D., Steidl G. (2001). Preconditioners for ill-conditioned Toeplitz matrices constructed from positive kernels. SIAM J. Sci. Comput. 22:1741–1761
Potts D., Steidl G. (2001). Preconditioning of Hermitian block-Toeplitz-Toeplitz-block matrices by level-1 preconditioners. Structured Matrices in Mathematics, Computer Science, and Engineering II, Comtemporary Math. 281:193–201
Prestin J. (1987). On the approximation of de la Vallèe Pousin sums and interpolatory polynomial in Lipschitz norms. Analysis Mathematica 13:251–259
Plemmons R. Chan R.H., Nagy J. (1994). Circulant preconditioned Toeplitz least squares iterations. SIAM J. Matrix Anal. Appl. 15:80–97
Serra Capizzano S. (1994). Preconditioning strategies for asymptotically ill-conditioned block Toeplitz systems. BIT 34:326–337
Serra Capizzano S. (1997). On the extreme eigenvalues of Hermitian (block) Toeplitz matrices. Linear Algbra Appl. 270:109–129
Serra Capizzano S. (1997). Optimal, quasi-optimal and superlinear band-Toeplitz preconditioners for asymptotically ill-conditioned positive definite Toeplitz systems. Math. Comput. 66:651–665
Serra Capizzano S. (1997). Superlinear PCG methods for symmetric Toeplitz systems. Math. Comput. 68(226):793–803
Serra Capizzano S. (1998). A Korovkin-type theory for finite Toeplitz operators via matrix algebras. Numer. Math. 82:117–142
Serra Capizzano S. (1999). How to choose the best iterative strategy for symmetric Toeplitz . SIAM J. Numer. Anal. 36:1078–1103
Serra Capizzano S. (2002). Convergence analysis of two-grid methods for elliptic Toeplitz and PDEs Matrix-sequences. Numer. Math. 92:433–465
Serra Capizzano S. (2002). Matrix algebra preconditioners for multilevel Toeplitz matrices are not superlinear. Linear Algebra Appl. 343–344, 303–319
Serra Capizzano S. (2003). Practical band Toeplitz preconditioning and boundary layer effects. Numer. Alg. 34:427–440
Serra Capizzano S., Tyrtyshnikov E. (1999). Any circulant-like preconditioner for multilevel is not superlinear. SIAM J. Matrix Anal. Appl. 22(1):431–439
Serra Capizzano S., Tyrtyshnikov E. (2003). How to prove that a preconditioner can not be superlinear. Math. Comput. 73:1305–1316
Sun H., Jin X.Q., Chang Q. (2001). Convergence of the multigrid method for ill conditioned block Toeplitz systems. BIT 41:179–190
Trottenberg U., Oosterlee C.W., Schüller A. (2001). Multigrid. Academic, London
Wei S., Goeckel D., Janaswamy R. (2005). On the asymptotic capacity of MIMO systems with antenna arrays of fixed length. IEEE Trans. Wireless Comm. 4:1608–1621
Zygmund A. (1959). Trigonometric Series 2nd ed. Cambridge University, Cambridge
Author information
Authors and Affiliations
Corresponding author
Additional information
This research was co-funded by the European Union in the framework of the program “Pythagoras I” of the “Operational Program for Education and Initial Vocational Training” of the 3rd Community Support Framework of the Hellenic Ministry of Education, funded by national sources (25%) and by the European Social Fund - ESF (75%). The work of the second and of the third author was partially supported by MIUR (Italian Ministry of University and Research), grant number 2004015437.
Rights and permissions
About this article
Cite this article
Noutsos, D., Capizzano, S.S. & Vassalos, P. Block band Toeplitz preconditioners derived from generating function approximations: analysis and applications. Numer. Math. 104, 339–376 (2006). https://doi.org/10.1007/s00211-006-0020-7
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00211-006-0020-7