Abstract
We introduce a method to compute rigorous component-wise enclosures of discrete convolutions using the fast Fourier transform, the properties of Banach algebras, and interval arithmetic. The purpose of this new approach is to improve the implementation and the applicability of computer-assisted proofs performed in weighed ℓ1 Banach algebras of Fourier/Chebyshev sequences, whose norms are known to be numerically unstable. We introduce some application examples, in particular a rigorous aposteriori error analysis for a steady state in the quintic Swift-Hohenberg PDE.
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References
J. P. Boyd: Chebyshev and Fourier Spectral Methods. Dover Publications, Mineola, 2001.
E. Brigham: Fast Fourier Transform and Its Applications. Prentice Hall, Upper Saddle River, 1988.
J. Cyranka: Efficient and generic algorithm for rigorous integration forward in time of dPDEs. I. J. Sci. Comput. 59 (2014), 28–52.
S. Day, Y. Hiraoka, K. Mischaikow, T. Ogawa: Rigorous numerics for global dynamics: a study of the Swift-Hohenberg equation. SIAM J. Appl. Dyn. Syst. 4 (2005), 1–31.
S. Day, O. Junge, K. Mischaikow: A rigorous numerical method for the global analysis of infinite-dimensional discrete dynamical systems. SIAM J. Appl. Dyn. Syst. 3 (2004), 117–160.
S. Day, W. D. Kalies: Rigorous computation of the global dynamics of integrodifference equations with smooth nonlinearities. SIAM J. Numer. Anal. 51 (2013), 2957–2983.
S. Day, J.-P. Lessard, K. Mischaikow: Validated continuation for equilibria of PDEs. SIAM J. Numer. Anal. 45 (2007), 1398–1424.
J.-L. Figueras, R. de la Llave: Numerical computations and computer assisted proofs of periodic orbits of the Kuramoto-Sivashinsky equation. SIAM J. Appl. Dyn. Syst. 16 (2017), 834–852.
J.-L. Figueras, A. Haro, A. Luque: Rigorous computer-assisted application of KAM the-ory: a modern approach. Found. Comput. Math. 17 (2017), 1123–1193.
M. Gameiro, J.-P. Lessard: Analytic estimates and rigorous continuation for equilibria of higher-dimensional PDEs. J. Differ. Equations 249 (2010), 2237–2268.
M. Gameiro, J.-P. Lessard, K. Mischaikow: Validated continuation over large parameter ranges for equilibria of PDEs. Math. Comput. Simul. 79 (2008), 1368–1382.
M. Gameiro, J.-P. Lessard, Y. Ricaud: Rigorous numerics for piecewise-smooth systems: a functional analytic approach based on Chebyshev series. J. Comput. Appl. Math. 292 (2016), 654–673.
Y. Hiraoka, T. Ogawa: Rigorous numerics for localized patterns to the quintic Swift-Hohenberg equation. Japan J. Ind. Appl. Math. 22 (2005), 57–75.
Y. Hiraoka, T. Ogawa: An efficient estimate based on FFT in topological verification method. J. Comput. Appl. Math. 199 (2007), 238–244.
A. Hungria, J.-P. Lessard, J. D. Mireles James: Rigorous numerics for analytic solutions of differential equations: the radii polynomial approach. Math. Comput. 85 (2016), 1427–1459.
H. Koch, A. Schenkel, P. Wittwer: Computer-assisted proofs in analysis and program-ming in logic: A case study. SIAM Rev. 38 (1996), 565–604.
J.-P. Lessard, J. D. Mireles James, J. Ransford: Automatic differentiation for Fourier series and the radii polynomial approach. Physica D 334 (2016), 174–186.
J.-P. Lessard, C. Reinhardt: Rigorous numerics for nonlinear differential equations using Chebyshev series. SIAM J. Numer. Anal. 52 (2014), 1–22.
J. D. Mireles James, K. Mischaikow: Computational proofs in dynamics. Encyclopedia of Applied and Computational Mathematics (B. Engquist, ed. ). Springer, Berlin, 2015.
R. E. Moore: Interval Analysis. Prentice-Hall, Englewood Cliffs, 1966.
M. T. Nakao: Numerical verification methods for solutions of ordinary and partial dif-ferential equations. Numer. Funct. Anal. Optimization 22 (2001), 321–356.
S. M. Rump: INTLAB-INTerval LABoratory. Developments in Reliable Computing (T. Csendes, ed. ). Kluwer Academic Publishers, Dordrecht, 1999, pp. 77–104. Available at https://doi.org/www.ti3.tu-harburg.de/rump/intlab/.
S. M. Rump: Verification methods: rigorous results using floating-point arithmetic. Acta Numerica 19 (2010), 287–449.
H. Sakaguchi, H. R. Brand: Stable localized solutions of arbitrary length for the quintic Swift-Hohenberg equation. Physica D 97 (1996), 274–285.
W. Tucker: Validated Numerics. A Short Introduction to Rigorous Computations. Princeton University Press, Princeton, 2011.
J. B. van den Berg, C. M. Groothedde, J.-P. Lessard: A general method for computer-assisted proofs of periodic solutions in delay differential problems. Preprint (2018).
J. B. van denBerg, J.-P. Lessard: Rigorous numerics in dynamics. Notices Am. Math. Soc. 62 (2015), 1057–1061.
J. B. van denBerg, J. F. Williams: Validation of the bifurcation diagram in the 2D Ohta-Kawasaki problem. Nonlinearity 30 (2017), 1584–1638.
C. F. Van Loan: Computational Frameworks for the Fast Fourier Transform. Frontiers in Applied Mathematics 10, SIAM, Philadelphia, 1992.
D. Wilczak, P. Zgliczynski: Heteroclinic connections between periodic orbits in planar restricted circular three-body problem—a computer-assisted proof. Commun. Math. Phys. 234 (2003), 37–75.
P. Zgliczyński: Rigorous numerics for dissipative PDEs. III: An effective algorithm for rigorous integration of dissipative PDEs. Topol. Methods Nonlinear Anal. 36 (2010), 197–262.
P. Zgliczyński, K. Mischaikow: Rigorous numerics for partial differential equations: The Kuramoto-Sivashinsky equation. Found. Comput. Math. 1 (2001), 255–288.
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Dedicated to the 50th birthday of Sergey Korotov
The research has been supported by NSERC.
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Lessard, JP. Computing Discrete Convolutions with Verified Accuracy Via Banach Algebras and the FFT. Appl Math 63, 219–235 (2018). https://doi.org/10.21136/AM.2018.0082-18
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DOI: https://doi.org/10.21136/AM.2018.0082-18
Keywords
- discrete convolutions
- Banach algebras
- fast Fourier transform
- interval arith-metic
- rigorously verified numerics
- quintic Swift-Hohenberg PDE