Abstract
The estimation of the error in a quadrature formula is an important problem. A simple and effective procedure for estimating the error of Gaussian quadrature formulas using their extensions with multiple nodes will be presented. Our method works for estimating the error of any interpolatory quadrature formula with simple or multiple nodes. We concentrate the most of our attention to the estimation of the error of standard Gauss quadratures, as the most known and popular ones. In that sense we offer an adequate alternative to Gauss–Kronrod quadratures, which have been intensively investigated in the last five decades, both from the theoretical and computational point of view. We found and a few cases of optimal, i.e., Kronrod extensions with multiple nodes for some Gauss quadrature formulas; we are not aware of any results of this kind in the mathematical literature. Numerical results are presented, in order to demonstrate the efficiency of the proposed method.
Similar content being viewed by others
References
Bernstein, S.: Sur les polynomes orthogonaux relatifs à un segment fini. J. Math. Pures Appl. 9, 127–177 (1930)
Bojanov, B., Petrova, G.: Quadrature formulae for Fourier coefficients. J. Comput. Appl. Math. 231, 378–391 (2009)
Calvetti, D., Golub, G.H., Gragg, W.B., Reichel, L.: Computation of Gauss–Kronrod rules. Math. Comput. 69, 1035–1052 (2000)
Calvetti, D., Reichel, L.: Symmetric Gauss–Lobatto and modified anti-Gauss rules. BIT 43, 541–554 (2003)
Chakalov, L.: Über eine allgemeine Quadraturformel. C. R. Acad. Bulg. Sci. 1, 9–12 (1948)
Chakalov, L.: General quadrature formulae of Gaussian type. Bulg. Akad. Nauk. Izv. Mat. Inst. 1, 67–84 (1954) (Bulgarian)
Cvetković, A.S., Milovanović, G.V.: The Mathematica package “Orthogonal Polynomials”. Facta Univ. Ser. Math. Inf. 19, 17–36 (2004)
Cvetković, A.S., Spalević, M.M.: Estimating the error of Gauss–Turán quadrature formulas using their extensions. Electron. Trans. Numer. Anal. 41, 1–12 (2014)
Ehrich, S.: On stratified extensions of Gauss–Laguerre and Gaus-Hermite quadrature formulas. J. Comput. Appl. Math. 140, 291–299 (2002)
Engels, H.: Numerical Quadrature and Cubature. Academic Press, London (1980)
Gauss, C.F.: Methodus nova integralium valores per approximationem inveniendi. Comment. Soc. Reg. Sci. Gött. Recent. 3, 163–196 (1814) (Also in Werke III)
Gautschi, W.: Gauss–Kronrod quadrature—a survey. In: Milovanović, G.V. (ed.) Numerical Methods and Approximation Theory III, Niš, 1987. Faculty of Electronic Engineering, pp. 39–66. University Niš, Niš (1988)
Gautschi, W.: On the remainder term for analytic functions of Gauss–Lobatto and Gauss–Radau quadratures. Rocky Mt. J. Math. 21, 209–226 (1991)
Gautschi, W.: Orthogonal Polynomials: Computation and Approximation. Oxford University Press, Oxford (2004)
Gautschi, W.: OPQ: A MATLAB suite of programs for generating orthogonal polynomials and related quadrature rules. https://www.cs.purdue.edu/archives/2002/wxg/codes/OPQ.html
Gautschi, W.: A historical note on Gauss–Kronrod quadrature. Numer. Math. 100, 483–484 (2005)
Gautschi, W.: High-precision Gauss–Turán quadrature rules for Laguerre and Hermite weight functions. Numer. Algorithm 67(1), 59–72 (2014)
Gautschi, W., Milovanović, G.V.: \(S\)-orthogonality and construction of Gauss–Turán-type quadrature formulae. J. Comput. Appl. Math. 86, 205–218 (1997)
Gautschi, W., Notaris, S.E.: Gauss–Kronrod quadrature formulae for weight function of Bernstein–Szegö type. J. Comput. Appl. Math. 25, 199–224 (1989). erratum in J. Comput. Appl. Math. 27, 429 (1989)
Ghizzetti, A., Ossicini, A.: Quadrature Formulae. Akademie-Verlag, Berlin (1970)
Ghizzetti, A., Ossicini, A.: Sull’ esistenza e unicitá delle formule di quadratura gaussiane. Rend. Mat. 8, 1–15 (1975)
Golub, G.H., Kautsky, J.: Calculation of Gauss quadratures with multiple free and fixed knots. Numer. Math. 41, 147–163 (1983)
Golub, G.H., Welsch, J.H.: Calculation of Gauss quadrature rules. Math. Comput. 23, 221–230 (1969)
Gori, L., Micchelli, C.A.: On weight functions which admit explicit Gauss–Turán quadrature formulas. Math. Comput. 65, 1567–1581 (1996)
Kahaner, D.K., Monegato, G.: Nonexistence of extended Gauss–Laguerre and Gauss-Hermite quadrature rules with positive weights. Z. Angew. Math. Phys. 29, 983–986 (1978)
Kronrod, A.S.: Integration with control of accuracy. Soviet Phys. Dokl. 9, 17–19 (1964)
Kroó, A., Peherstorfer, F.: Asymptotic representation of \(L_p\)-minimal polynomials, \(1<p <\infty \). Constr. Approx. 25, 29–39 (2007)
Laurie, D.P.: Anti-Gaussian quadrature formulas. Math. Comput. 65, 739–747 (1996)
Laurie, D.P.: Calculation of Gauss–Kronrod quadrature rules. Math. Comput. 66, 1133–1145 (1997)
Li, S.: Kronrod extension of Turán formula. Stud. Sci. Math. Hung. 29, 71–83 (1994)
Micchelli, C.A., Sharma, A.: On a problem of Turán: multiple node Gaussian quadrature. Rend. Mat. 3, 529–552 (1983)
Milovanović, G.V.: Quadratures with multiple nodes, power orthogonality, and moment-preserving spline approximation. J. Comput. Appl. Math. 127, 267–286 (2001)
Milovanović, G.V., Cvetković, A.S.: Special classes of orthogonal polynomials and corresponding quadratures of Gaussian type. Math. Balk. 26, 169–184 (2012)
Milovanović, G.V., Spalević, M.M.: Kronrod extensions with multiple nodes of quadrature formulas for Fourier coefficients. Math. Comput. 83, 1207–1231 (2014)
Milovanović, G.V., Spalević, M.M., Cvetković, A.S.: Calculation of Gaussian type quadratures with multiple nodes. Math. Comput. Model. 39, 325–347 (2004)
Monegato, G.: Stieltjes polynomials and related quadrature rules. SIAM Rev. 24, 137–158 (1982)
Monegato, G.: An overview of the computational aspects of Kronrod quadrature rules. Numer. Algorithm 26, 173–196 (2001)
Ossicini, A., Rosati, F.: Funzioni caratteristiche nelle formule di quadratura gaussiane con nodi multipli. Boll. Un. Mat. Ital. 4(11), 224–237 (1975)
Peherstorfer, F.: Gauss–Turán quadrature formulas: asymptotics of weights. SIAM J. Numer. Anal. 47, 2638–2659 (2009)
Peherstorfer, F., Petras, K.: Ultraspherical Gauss–Kronrod quadrature is not possible for \(\lambda {\>}3\). SIAM J. Numer. Anal. 37, 927–948 (2000)
Peherstorfer, F., Petras, K.: Stieltjes polynomials and Gauss–Kronrod quadrature for Jacobi weight functions. Numer. Math. 95, 689–706 (2003)
Pejčev, A.V., Spalević, M.M.: Error bounds of Micchelli–Sharma quadrature formula for analytic functions. J. Comput. Appl. Math. 259, 48–56 (2014)
Popoviciu, T.: Sur une généralisation de la formule d’itégration numérique de Gauss. Acad. R. P. Rom. Fil. Iaşi Stud. Cerc. Şti. 6, 29–57 (1955). (Romanian)
Shi, Y.G.: Generalized Gaussian Kronrod–Turán quadrature formulas. Acta Sci. Math. (Szeged) 62, 175–185 (1996)
Shi, Y.G.: Convergence of Gaussian quadrature formulas. J. Approx. Theory 105, 279–291 (2000)
Shi, Y.G.: Christoffel type functions for \(m\)-orthogonal polynomials. J. Approx. Theory 137, 57–88 (2005)
Shi, Y.G., Xu, G.: Construction of \(\sigma \)-orthogonal polynomials and Gaussian quadrature formulas. Adv. Comput. Math. 27, 79–94 (2007)
Spalević, M.M.: On generalized averaged Gaussian formulas. Math. Comput. 76, 1483–1492 (2007)
Spalević, M.M.: A note on generalized averaged Gaussian formulas. Numer. Algorithm 46, 253–264 (2007)
Spalević, M.M.: Error bounds and estimates for Gauss–Turán quadrature formulae of analytic functions. SIAM J. Numer. Anal. 52, 443–467 (2014)
Szegő, G.: Orthogonal Polynomials. In: Amer. Math. Soc. Colloq. Publ., vol. 23, 4th edn. American Mathematical Society, Providence (1975)
Turán, P.: On the theory of the mechanical quadrature. Acta Sci. Math. (Szeged) 12, 30–37 (1950)
Zhou, C.: Convergence of Gaussian quadrature formulas on infinite intervals. J. Approx. Theory 123, 280–294 (2003)
Acknowledgments
The authors are indebted to the referees for the careful reading of the manuscript and their suggestions which have improved the paper. This work was supported in part by the Serbian Ministry of Education, Science and Technological Development [Research Projects: “Methods of numerical and nonlinear analysis with applications” (#174002) and “Approximation of integral and differential operators and applications” (#174015)].
Author information
Authors and Affiliations
Corresponding author
Additional information
Communicated by Lothar Reichel.
Rights and permissions
About this article
Cite this article
Spalević, M.M., Cvetković, A.S. Estimating the error of Gaussian quadratures with simple and multiple nodes by using their extensions with multiple nodes. Bit Numer Math 56, 357–374 (2016). https://doi.org/10.1007/s10543-015-0551-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10543-015-0551-3