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A new triangular spectral element method I: implementation and analysis on a triangle

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Abstract

This paper serves as our first effort to develop a new triangular spectral element method (TSEM) on unstructured meshes, using the rectangle–triangle mapping proposed in the conference note (Li et al. 2011). Here, we provide some new insights into the originality and distinctive features of the mapping, and show that this transform only induces a logarithmic singularity, which allows us to devise a fast, stable and accurate numerical algorithm for its removal. Consequently, any triangular element can be treated as efficiently as a quadrilateral element, which affords a great flexibility in handling complex computational domains. Benefited from the fact that the image of the mapping includes the polynomial space as a subset, we are able to obtain optimal L 2- and H 1-estimates of approximation by the proposed basis functions on triangle. The implementation details and some numerical examples are provided to validate the efficiency and accuracy of the proposed method. All these will pave the way for developing an unstructured TSEM based on, e.g., the hybridizable discontinuous Galerkin formulation.

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References

  1. Adams, R.A.: Sobolev Spaces. Acadmic Press, New York (1975)

    MATH  Google Scholar 

  2. Boyd, J.P., Yu, F.: Comparing seven spectral methods for interpolation and for solving the Poisson equation in a disk: Zernike polynomials, Logan–Shepp ridge polynomials, Chebyshev–Fourier series, cylindrical Robert functions, Bessel–Fourier expansions, square-to-disk conformal mapping and radial basis functions. J. Comput. Phys. 230(4), 1408–1438 (2011)

    Article  MathSciNet  MATH  Google Scholar 

  3. Canuto, C., Hussaini, M.Y., Quarteroni, A., Zang, T.A.: Spectral Methods: Fundamentals in Single Domains. Scientific Computation. Springer-Verlag, Berlin (2006)

    Google Scholar 

  4. Canuto, C., Hussaini, M.Y., Quarteroni, A., Zang, T.A.: Spectral Methods: Evolution to Complex Geometries and Applications to Fluid Dynamics. Scientific Computation. Springer, Berlin (2007)

    Google Scholar 

  5. Chen, L., Shen, J., Xu, C.: A triangular spectral method for the Stokes equations. Numer. Math.: Theory Methods Appl. 4, 158–179 (2011)

    MathSciNet  MATH  Google Scholar 

  6. Chen, Q., Babuška, I.M.: Approximate optimal points for polynomial interpolation of real functions 529 in an interval and in a triangle. Comput. Methods Appl. Math. Eng. 128(2), 405–417 (1995)

    Article  MATH  Google Scholar 

  7. Chernov, A.: Optimal convergence estimates for the trace of the polynomial L 2-projection operator on a simplex. Math. Comput. 81(278), 765–787 (2011)

    Article  MathSciNet  Google Scholar 

  8. Ciarlet, P.G.: The Finite Element Method for Elliptic Problems. North Holland, Amsterdam, The Netherlands (1978)

    MATH  Google Scholar 

  9. Cockburn, B., Gopalakrishnan, J., Lazarov, R.: Unified hybridization of discontinuous Galerkin, mixed, and continuous Galerkin methods for second order elliptic problems. SIAM J. Numer. Anal. 47(2), 1319–1365 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  10. Deville, M.O., Fischer, P.F., Mund, E.H.: High-Order Methods for Incompressible Fluid Flow. Cambridge Monographs on Applied and Computational Mathematics, vol. 9. Cambridge University Press, Cambridge (2002)

    Book  MATH  Google Scholar 

  11. Dubiner, M.: Spectral methods on triangles and other domains. J. Sci. Comput. 6(4), 345–390 (1991)

    Article  MathSciNet  MATH  Google Scholar 

  12. Duffy, M.G.: Quadrature over a pyramid or cube of integrands with a singularity at a vertex. SIAM J. Numer. Anal. 19(6), 1260–1262 (1982)

    Article  MathSciNet  MATH  Google Scholar 

  13. Gautschi, W.: Gauss quadrature routines for two classes of logarithmic weight functions. Numer. Algorithms 55(2–3), 265–277 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  14. Gordon, W.J., Hall, C.A.: Construction of curvilinear co-ordinate systems and applications to mesh generation. Int. J. Numer. Methods Eng. 7, 461–477 (1973)

    Article  MathSciNet  MATH  Google Scholar 

  15. Gradshteyn, I.S., Ryzhik, I.M.: Table of Integrals, Series and Products, 7th Edn. Academic Press, New York (2007)

    MATH  Google Scholar 

  16. Guo, B.Y., Shen, J., Wang, L.: Optimal spectral-Galerkin methods using generalized Jacobi polynomials. J. Sci. Comput 27(1–3), 305–322 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  17. Guo, B.Y., Wang, L.: Error analysis of spectral method on a triangle. Adv. Comput. Math. 26(4), 473–496 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  18. Heinrichs, W.: Spectral collocation schemes on the unit disc. J. Comput. Phys. 199, 55–86 (2004)

    MathSciNet  Google Scholar 

  19. Helenbrook, B.T.: On the existence of explicit hp-finite element methods using Gauss–Lobatto integration on the triangle. SIAM J. Numer. Anal. 47(2), 1304–1318 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  20. Hesthaven, J.S.: From electrostatics to almost optimal nodal sets for polynomial interpolation in a simplex. SIAM J. Numer. Anal. 35(2), 655–676 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  21. Hylleraas, E.A.: Linearization of products of Jacobi polynomials. Math. Scand. 10, 189–200 (1962)

    MathSciNet  MATH  Google Scholar 

  22. Karniadakis, G.E., Sherwin, S.J.: Spectral/hp Element Methods for Computational Fluid Dynamics. Numerical Mathematics and Scientific Computation, 2nd Edn. Oxford University Press, New York (2005)

    Google Scholar 

  23. Kirby, R.M., Sherwin, S.J., Cockburn, B.: To CG or to HDG: a comparative study. J. Sci. Comput. 51(1), 183–212 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  24. Koornwinder, T.: Two-Variable Analogues of the Classical Orthogonal Polynomials. In: Theory and Application of Special Functions (Proc. Advanced Sem., Math. Res. Center, Univ. Wisconsin, Madison, Wis., 1975) pp. 435–495. Math. Res. Center, Univ. Wisconsin, Publ. No, p. 35. Academic Press, New York (1975)

  25. Li, H., Shen, J.: Optimal error estimates in Jacobi-weighted Sobolev spaces for polynomial approximations on the triangle. Math. Comput. 79(271), 1621–1646 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  26. Li, H., Wang, L.: A spectral method on tetrahedra using rational basis functions. Int. J. Numer. Anal. Model. 7(2), 330–355 (2010)

    MathSciNet  Google Scholar 

  27. Li, Y., Wang, L., Li, H., Ma, H.: A New Spectral Method on Triangles. In: Spectral and High Order Methods for Partial Differential Equations: Selected papers from the ICOSAHOM ’09 conference, June 22–26, Trondheim, Norway. Lecture Notes in Computational Sciences and Engineering, Vol. 76, pp. 237–246. Springer, New York (2011)

    Chapter  Google Scholar 

  28. Nguyen, N.C., Peraire, J., Cockburn, B.: Hybridizable Discontinuous Galerkin Methods. In: Spectral and High Order Methods for Partial Differential Equations: Selected Papers from the ICOSAHOM ’09 Conference, June 22–26, Trondheim, Norway. Lecture Notes in Computational Sciences and Engineering, Vol. 76, pp. 63–84. Springer, New York (2011)

    Chapter  Google Scholar 

  29. Pasquetti, R., Rapetti, F.: Spectral element methods on unstructured meshes: comparisons and recent advances. J. Sci. Comput. 27(1–3), 377–387 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  30. Pasquetti, R., Rapetti, F.: Spectral element methods on unstructured meshes: which interpolation points? Numer. Algorithms 55(2–3), 349–366 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  31. Patera, A.T.: A spectral element method for fluid dynamics: laminar flow in a channel expansion. J. Comput. Phys. 54(3), 468–488 (1984)

    Article  MathSciNet  MATH  Google Scholar 

  32. Schwab, C.: p- and hp-Finite Element Methods: Theory and Applications in Solid and Fluid Mechanics. Numerical Mathematics and Scientific Computation. Oxford Science, Oxford, UK (1998) 587

    Google Scholar 

  33. Shen, J., Tang, T., Wang, L.: Spectral Methods: Algorithms, Analysis and Applications. Springer Series in Computational Mathematics, Vol. 41. Springer-Verlag, Berlin Heidelberg (2011)

    Book  Google Scholar 

  34. Shen, J., Wang, L., Li, H.: A triangular spectral element method using fully tensorial rational basis functions. SIAM J. Numer. Anal. 47(3), 1619–1650 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  35. Szegö, G.: Orthogonal Polynomials, 4th Edn, Vol. 23. AMS Coll. Publ., Providence, RI (1975)

    Google Scholar 

  36. Taylor, M.A., Wingate, B.A., Vincent, R.E.: An algorithm for computing Fekete points in the triangle. SIAM J. Numer. Anal. 38(5), 1707–1720 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  37. Weber, H.: Lehrbuch der Algebra. Erster Band, Braunschweig (1912)

    MATH  Google Scholar 

  38. Xie, Z., Wang, L., Zhao, X.: On exponential convergence of Gegenbauer interpolation and spectral differentiation. Math. Comput., electronically published on 21 August 2012

  39. Xu, Y.: Common Zeros of Polynomials in Several Variables and Higher Dimensional Quadrature. Chapman & Hall/CRC, London, UK (1994)

    MATH  Google Scholar 

  40. Xu, Y.: On Gauss–Lobatto integration on the triangle. SIAM J. Numer. Anal. 49(2), 541–548 (2011)

    Article  MathSciNet  MATH  Google Scholar 

Download references

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Correspondence to Li-Lian Wang.

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The research of Michael Daniel Samson and Li-Lian Wang is partially supported by Singapore AcRF Tier 1 Grant RG58/08.

The work of Huiyuan Li was supported by National Natural Science Foundation of China (NSFC) Grants 10601056 and 10971212.

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Samson, M.D., Li, H. & Wang, LL. A new triangular spectral element method I: implementation and analysis on a triangle. Numer Algor 64, 519–547 (2013). https://doi.org/10.1007/s11075-012-9677-4

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