- Tanh-sinh quadrature
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Tanh-sinh quadrature is a method for numerical integration introduced by Hidetosi Takahasi and Masatake Mori in 1974.[1] It uses the change of variables
to transform an integral on the interval x ∈ (−1, +1) to an integral on the entire real line t ∈ (−∞,+∞). After this transformation, the integrand decays with a double exponential rate, and thus, this method is also known as the double exponential (DE) formula.[2]
For a given step size h, the integral is approximated by the sum
with the abscissas
and the weights
Like Gaussian quadrature, tanh-sinh quadrature is well suited for arbitrary-precision integration, where an accuracy of hundreds or even thousands of digits is desired. The convergence is quadratic for sufficiently well-behaved integrands: doubling the number of evaluation points roughly doubles the number of correct digits.
Tanh-sinh quadrature is less efficient than Gaussian quadrature for smooth integrands, but unlike Gaussian quadrature tends to work equally well with integrands having singularities or infinite derivatives at one or both endpoints of the integration interval. A further advantage is that the abscissas and weights are relatively easy to compute. The cost of calculating abscissa-weight pairs for n-digit accuracy is roughly n2 log2 n compared to n3 log n for Gaussian quadrature.
Upon comparing the scheme to Gaussian quadrature and error function quadrature, Bailey et al. (2005) found that the tanh-sinh scheme "appears to be the best for integrands of the type most often encountered in experimental math research".
Bailey and others have done extensive research on tanh-sinh quadrature, Gaussian quadrature and error function quadrature, as well as several of the classical quadrature methods, and found that the classical methods are not competitive with the first three methods, particularly when high-precision results are required. In a conference paper (July 2004) comparing tanh-sinh quadrature with Gaussian quadrature and error function quadrature, Bailey and Li found: "Overall, the tanh-sinh scheme appears to be the best. It combines uniformly excellent accuracy with fast run times. It is the nearest we have to a truly all-purpose quadrature scheme at the present time."
Bailey (2006) found that: "The tanh-sinh quadrature scheme is the fastest known high-precision quadrature scheme, especially when the time for computing abscissas and weights is considered. It has been successfully employed for quadrature calculations of up to 20,000-digit precision. It works well for functions with blow-up singularities or infinite derivatives at endpoints."
Notes
References
- David H. Bailey, "Tanh-Sinh High-Precision Quadrature". (2006).
- Pascal Molin, Intégration numérique et calculs de fonctions L (French), doctoral thesis (2010).
- David H. Bailey, Karthik Jeyabalan, and Xiaoye S. Li, "A comparison of three high-precision quadrature schemes". Experimental Mathematics, 14.3 (2005).
- David H. Bailey, Jonathan M. Borwein, David Broadhurst, and Wadim Zudlin, Experimental mathematics and mathematical physics, in Gems in Experimental Mathematics (2010), American Mathematical Society, pp. 41–58.
- David H. Bailey and Xiaoye S. Li, "A Comparison of Three High-Precision Quadrature Schemes". Conference papers for Proceedings of the RNC5 Conference on Real Numbers and Computers, July 2004, page 83.
- Jonathan Borwein, David H. Bailey, and Roland Girgensohn, Experimentation in Mathematics—Computational Paths to Discovery. A K Peters, 2003. ISBN 1-56881-136-5.
- Mori, Masatake (2005), "Discovery of the double exponential transformation and its developments", Publications of the Research Institute for Mathematical Sciences 41 (4): 897–935, doi:10.2977/prims/1145474600, ISSN 0034-5318. This paper is also available from here.
- Press, WH; Teukolsky, SA; Vetterling, WT; Flannery, BP (2007), "Section 4.5. Quadrature by Variable Transformation", Numerical Recipes: The Art of Scientific Computing (3rd ed.), New York: Cambridge University Press, ISBN 978-0-521-88068-8, http://apps.nrbook.com/empanel/index.html?pg=172
- Takahasi, Hidetosi; Mori, Masatake (1974), "Double exponential formulas for numerical integration", Publications of the Research Institute for Mathematical Sciences 9 (3): 721–741, doi:10.2977/prims/1195192451, ISSN 0034-5318. This paper is also available from here.
External links
- John D. Cook, "Double Exponential Integration" with source code.
- Graeme Dennes, "Tanh-Sinh Quadrature V2.1" A Microsoft Excel workbook containing three functions for performing Tanh-Sinh, Gauss–Kronrod and Romberg numerical integration of functions over the finite interval (a,b), and two functions for performing double exponential (DE) numerical integration of functions over the semi-infinite interval (a,∞), for oscillatory and non-oscillatory functions. Demonstrates the astounding speed and accuracy of the Tanh-Sinh method in particular and the double exponential methods in general, all of which are members of the family of double-exponential quadrature techniques developed by Takahasi and Mori in 1974. Full open source code is provided, including extensive documentation.
Categories:- Numerical integration (quadrature)
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