Abstract
We study the spectral properties of stiffness matrices that arise in the context of isogeometric analysis for the numerical solution of classical second order elliptic problems. Motivated by the applicative interest in the fast solution of the related linear systems, we are looking for a spectral characterization of the involved matrices. In particular, we investigate non-singularity, conditioning (extremal behavior), spectral distribution in the Weyl sense, as well as clustering of the eigenvalues to a certain (compact) subset of \(\mathbb C\). All the analysis is related to the notion of symbol in the Toeplitz setting and is carried out both for the cases of 1D and 2D problems.
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Notes
The essential range of \(f\) coincides exactly with the range of \(f\) whenever \(f\) is continuous. In this paper we will only deal with continuous functions \(f\).
If \(\beta \ne 0\) then \(\mathrm{Im}\,\frac{1}{n}A_n^{[2]}\) is irreducible and \(\sigma \left( \mathrm{Im}\,\frac{1}{n}A_n^{[2]}\right) \subset \left( -\frac{11|\beta |}{12n},\frac{11|\beta |}{12n}\right) \). In (76) we have included the endpoints \(\pm \frac{11|\beta |}{12n}\) to cover the case \(\beta =0\).
In this way, \(A_{n_1,n_2}^{[p_1,p_2]}\) is really a sequence of matrices, since only \(n_1\) is a free parameter. The relation \(n_2=\nu n_1\) must be kept in mind while reading this section. We point out that this request could be replaced by even milder conditions, but at the price of heavier notations.
References
Aricó, A., Donatelli, M., Serra-Capizzano, S.: V-cycle optimal convergence for certain (multilevel) structured linear systems. SIAM J. Matrix Anal. Appl. 26, 186–214 (2004)
Axelsson, O., Lindskog, G.: On the rate of convergence of the preconditioned conjugate gradient method. Numer. Math. 48, 499–523 (1986)
Bazilevs, Y., Calo, V.M., Cottrell, J.A., Evans, J.A., Hughes, T.J.R., Lipton, S., Scott, M.A., Sederberg, T.W.: Isogeometric analysis using T-splines. Comput. Methods Appl. Mech. Eng. 199, 229–263 (2010)
Beckermann, B., Kuijlaars, A.B.J.: Superlinear convergence of Conjugate Gradients. SIAM J. Numer. Anal. 39, 300–329 (2001)
Beckermann, B., Kuijlaars, A.B.J.: On the sharpness of an asymptotic error estimate for Conjugate Gradients. BIT 41, 856–867 (2001)
Beckermann, B., Serra-Capizzano, S.: On the asymptotic spectrum of Finite Elements matrices. SIAM J. Numer. Anal. 45, 746–769 (2007)
Bertaccini, D., Golub, G., Serra-Capizzano, S., Tablino Possio, C.: Preconditioned HSS method for the solution of non-Hermitian positive definite linear systems and applications to the discrete convection–diffusion equation. Numer. Math. 99, 441–484 (2005)
Bhatia, R.: Matrix Analysis. Springer, New York (1997)
de Boor, C.: A Practical Guide to Splines. Springer, New York (2001)
Böttcher, A., Silbermann, B.: Introduction to Large Truncated Toeplitz Matrices. Springer, New York (1999)
Böttcher, A., Widom, H.: From Toeplitz eigenvalues through Green’s kernels to higher-order Wirtinger–Sobolev inequalities. Oper. Theory Adv. Appl. 171, 73–87 (2007)
Buffa, A., Harbrecht, H., Kunoth, A., Sangalli, G.: BPX-preconditioning for isogeometric analysis. Comput. Methods Appl. Mech. Eng. 265, 63–70 (2013)
Chui, C.K.: An Introduction to Wavelets. Academic Press, San Diego (1992)
Cottrell, J.A., Hughes, T.J.R., Bazilevs, Y.: Isogeometric Analysis: Toward Integration of CAD and FEA. Wiley, Chichester (2009)
Gahalaut, K.P.S., Kraus, J.K., Tomar, S.K.: Multigrid methods for isogeometric discretization. Comput. Methods Appl. Mech. Eng. 253, 413–425 (2013)
Garoni, C., Manni, C., Pelosi, F., Serra-Capizzano, S., Speleers, H.: On the spectrum of stiffness matrices arising from isogeometric analysis. Technical Report TW632, Department of Computer Science, KU Leuven (2013)
Golinskii, L., Serra-Capizzano, S.: The asymptotic properties of the spectrum of nonsymmetrically perturbed Jacobi matrix sequences. J. Approx. Theory 144, 84–102 (2007)
Grenander, U., Szegö, G.: Toeplitz Forms and Their Applications, 2nd edn. Chelsea, New York (1984)
Hörmander, L.: Pseudo-differential operators and non-elliptic boundary problems. Ann. Math. 2, 129–209 (1966)
Hughes, T.J.R., Cottrell, J.A., Bazilevs, Y.: Isogeometric analysis: CAD, finite elements, NURBS, exact geometry and mesh refinement. Comput. Methods Appl. Mech. Eng. 194, 4135–4195 (2005)
Manni, C., Pelosi, F., Sampoli, M.L.: Generalized B-splines as a tool in isogeometric analysis. Comput. Methods Appl. Mech. Eng. 200, 867–881 (2011)
Parter, S.V.: On the extreme eigenvalues of truncated Toeplitz matrices. Bull. Am. Math. Soc. 67, 191–197 (1961)
Parter, S.V.: On the eigenvalues of certain generalizations of Toeplitz matrices. Arch. Ration. Math. Mech. 3, 244–257 (1962)
Quarteroni, A.: Numerical Models for Differential Problems. Springer, Italy (2009)
Russo, A., Tablino Possio, C.: Preconditioned Hermitian and skew-Hermitian splitting method for finite element approximations of convection–diffusion equations. SIAM J. Matrix Anal. Appl. 31, 997–1018 (2009)
Saad, Y.: Iterative Methods for Sparse Linear Systems. PWS Publishing, Boston (1996)
Schumaker, L.L.: Spline Functions: Basic Theory, 3rd edn. Cambridge Mathematical Library, Cambridge (2007)
Serra-Capizzano, S.: Preconditioning strategies for asymptotically ill-conditioned block Toeplitz systems. BIT 34, 579–594 (1994)
Serra-Capizzano, S.: Generalized Locally Toeplitz sequences: spectral analysis and applications to discretized partial differential equations. Linear Algebra Appl. 366, 371–402 (2003)
Serra-Capizzano, S.: GLT sequences as a generalized Fourier analysis and applications. Linear Algebra Appl. 419, 180–233 (2006)
Serra-Capizzano, S., Tablino Possio, C.: Spectral and structural analysis of high precision finite difference matrices for elliptic operators. Linear Algebra Appl. 293, 85–131 (1999)
Smith, G.D.: Numerical Solution of Partial Differential Equations: Finite Difference Methods, 3rd edn. Clarendon Press, Oxford (1985)
Speleers, H., Manni, C., Pelosi, F., Sampoli, M.L.: Isogeometric analysis with Powell–Sabin splines for advection–diffusion–reaction problems. Comput. Methods Appl. Mech. Eng. 221–222, 132–148 (2012)
Tilli, P.: A note on the spectral distribution of Toeplitz matrices. Linear Multilinear Algebra 45, 147–159 (1998)
Tilli, P.: Locally Toeplitz sequences: spectral properties and applications. Linear Algebra Appl. 278, 91–120 (1998)
van der Sluis, A., van der Vorst, H.A.: The rate of convergence of conjugate gradients. Numer. Math. 48, 543–560 (1986)
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Garoni, C., Manni, C., Pelosi, F. et al. On the spectrum of stiffness matrices arising from isogeometric analysis. Numer. Math. 127, 751–799 (2014). https://doi.org/10.1007/s00211-013-0600-2
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DOI: https://doi.org/10.1007/s00211-013-0600-2