Ramanujan's master theorem

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In mathematics, Ramanujan's Master Theorem, named after Srinivasa Ramanujan,[1] is a technique that provides an analytic expression for the Mellin transform of an analytic function.

Page from Ramanujan's notebook stating his Master theorem.

The result is stated as follows:

If a complex-valued function has an expansion of the form

then the Mellin transform of is given by

where is the gamma function.

It was widely used by Ramanujan to calculate definite integrals and infinite series.

Higher-dimensional versions of this theorem also appear in quantum physics through Feynman diagrams.[2]

A similar result was also obtained by Glaisher.[3]

Alternative formalism[edit]

An alternative formulation of Ramanujan's Master Theorem is as follows:

which gets converted to the above form after substituting and using the functional equation for the gamma function.

The integral above is convergent for subject to growth conditions on .[4]

Proof[edit]

A proof subject to "natural" assumptions (though not the weakest necessary conditions) to Ramanujan's Master theorem was provided by G. H. Hardy[5](chapter XI) employing the residue theorem and the well-known Mellin inversion theorem.

Application to Bernoulli polynomials[edit]

The generating function of the Bernoulli polynomials is given by:

These polynomials are given in terms of the Hurwitz zeta function:

by for . Using the Ramanujan master theorem and the generating function of Bernoulli polynomials one has the following integral representation:[6]

which is valid for .

Application to the gamma function[edit]

Weierstrass's definition of the gamma function

is equivalent to expression

where is the Riemann zeta function.

Then applying Ramanujan master theorem we have:

valid for .

Special cases of and are

Application to Bessel functions[edit]

The Bessel function of the first kind has the power series

By Ramanujan's Master Theorem, together with some identities for the gamma function and rearranging, we can evaluate the integral

valid for .

Equivalently, if the spherical Bessel function is preferred, the formula becomes

valid for .

The solution is remarkable in that it is able to interpolate across the major identities for the gamma function. In particular, the choice of gives the square of the gamma function, gives the duplication formula, gives the reflection formula, and fixing to the evaluable or gives the gamma function by itself, up to reflection and scaling.

Bracket integration method[edit]

The bracket integration method (method of brackets) applies Ramanujan's Master Theorem to a broad range of integrals.[7] The bracket integration method generates the integrand's series expansion, creates a bracket series, identifies the series coefficient and formula parameters and computes the integral.[8]

Integration formulas[edit]

This section identifies the integration formulas for integrand's with and without consecutive integer exponents and for single and double integrals. The integration formula for double integrals may be generalized to any multiple integral. In all cases, there is a parameter value or array of parameter values that solves one or more linear equations derived from the exponent terms of the integrand's series expansion.

Consecutive integer exponents, 1 variable[edit]

This is the function series expansion, integral and integration formula for an integral whose integrand's series expansion contains consecutive integer exponents.[9]

The parameter is a solution to this linear equation.

General exponents, 1 variable[edit]

Applying the substitution generates the function series expansion, integral and integration formula for an integral whose integrand's series expansion may not contain consecutive integer exponents.[8]

The parameter is a solution to this linear equation.

Consecutive integer exponents, double integral[edit]

This is the function series expansion, integral and integration formula for a double integral whose integrand's series expansion contains consecutive integer exponents.[10]

The parameters and are solutions to these linear equations.

General exponents, double integral[edit]

This section describes the integration formula for a double integral whose integrand's series expansion may not contain consecutive integer exponents. Matrices contain the parameters needed to express the exponents in a series expansion of the integrand, and the determinant of invertible matrix is .[11]

Substitute variables with variables to generate an integrand's series expansion whose exponents may not be consecutive integers.[10]
This is the integral and integration formula.[12][13]
The parameter matrix is a solution to this linear equation.[14]
.

Positive complexity index[edit]

In some cases, there may be more sums then variables. For example, if the integrand is a product of 3 functions of a common single variable, and each function is converted to a series expansion sum, the integrand is now a product of 3 sums, each sum corresponding to a distinct series expansion.

  • The number of brackets is the number of linear equations associated with an integral. This term reflects the common practice of bracketing each linear equation.[15]
  • The complexity index is the number of integrand sums minus the number of brackets (linear equations). Each series expansion of the integrand contributes one sum.[15]
  • The summation indices (variables) are the indices that index terms in a series expansion. In the example, there are 3 summation indices and because the integrand is a product of 3 series expansions.[16]
  • The free summation indices (variables) are the summation indices that remain after completing all integrations. Integration reduces the number of sums in the integrand by replacing the series expansions (sums) with an integration formula. Therefore, there are fewer summation indices after integration. The number of chosen free summation indices equals the complexity index.[16]

Integrals with a positive complexity index[edit]

The set of selected free indices, , contains indices . Matrices and contain matrix elements that multiply free summation indices.

.

The remaining indices are set containing indices . Matrices and contain matrix elements that multiply or sum with the remaining indices. The selected indices are chosen to make matrix non-singular.

.

This is the function's series expansion, integral and integration formula.[17]

The parameters are linear functions of the parameters .[18]
.

Algorithm[edit]

Generate the integrand's series expansion[edit]

This may be a single series expansion or a product of series expansions.

Create a bracket series[edit]

A bracket series arises by substituting simplified bracket notations for terms of the integrand's series expansion.

  • The indicator notation, , replace these terms. [19]

.

  • The bracket notation, , replaces these terms.

  • The reciprocal of a sum of variables raised to a positive power, , may be replaced by this bracket series.[4]

  • This example transforms a series expansion to a bracket series.

Identify the linear equation(s)[edit]

Set the expressions in brackets equal to zero. For multiple integrals, this generates equations involving matrices and . For a positive complexity index bracket series, generate matrices and .

Identify the series coefficient and parameters[edit]

Inspect the bracket series and identify the series coefficient and parameter (single integral) or (multiple integrals). Solve the linear equations to determine the parameter (single integral) or parameter matrix (multiple integrals).

Compute integrals[edit]

  • If the complexity index is negative, more brackets than sums, the bracket series is assigned no value.[8]
  • If the complexity index is zero, this is the function series expansion, single integral and integration formula.[9]

  • If the complexity index is zero, this is the function series expansion, multiple integral and integration formula.[8]

  • If the complexity index is positive, this is the integral and integration formula.[20]

. For a positive complexity index bracket series, apply these rules.[8]

  • Generate a series for each possible choice of free summation indices.
  • Among all bracket series representations of an integral, the representation with a minimal complexity index is preferred.
  • If a choice generates a divergent series or null series (a series with zero valued terms), the series is rejected.
  • If all series are rejected, then the method cannot be applied.
  • Series converging in a common region are added.

Example[edit]

Zero complexity index[edit]

The bracket method will integrate this integral.

  • Generate the integrand's series expansion.

  • Create a bracket series.

  • This is the linear equation.

  • There is 1 bracket and 1 sum so the complexity index is zero. Identify the series coefficient and parameters.

  • Compute the integral.

Positive complexity index[edit]

The bracket method will integrate this integral.

Substitute the bracket series for the reciprocal of a sum raised to a power.
Apply the bracket notation.
There are 3 sums and 2 brackets; therefore, the complexity index is 1, and 1 index must be selected as a free index. Select as the free index, , and identify the linear equations.
Identify series coefficient function and parameters
Compute the integral.

Citations[edit]

  1. ^ Berndt 1985.
  2. ^ González, Moll & Schmidt 2011.
  3. ^ Glaisher 1874, pp. 53–55.
  4. ^ a b Amdeberhan et al. 2012, pp. 103–120.
  5. ^ Hardy 1978.
  6. ^ Espinosa & Moll 2002, pp. 449–468.
  7. ^ Gonzalez & Moll 2010, pp. 50–73.
  8. ^ a b c d e Gonzalez, Jiu & Moll 2020, pp. 983–985.
  9. ^ a b Amdeberhan et al. 2012, p. 117, Eqn. 9.5.
  10. ^ a b Amdeberhan et al. 2012, p. 118.
  11. ^ Ananthanarayan et al. 2023, Eqn. 7.
  12. ^ Amdeberhan et al. 2012, p. 118, Eqn. 9.6.
  13. ^ Ananthanarayan et al. 2023, Eqn. 8.
  14. ^ Ananthanarayan et al. 2023, Eqn. 9.
  15. ^ a b Gonzalez et al. 2022, p. 28.
  16. ^ a b Amdeberhan et al. 2012, p. 117.
  17. ^ Ananthanarayan et al. 2023, Eqn. 10.
  18. ^ Ananthanarayan et al. 2023, Eqn. 11.
  19. ^ González, Moll & Schmidt 2011, p. 8.
  20. ^ Ananthanarayan et al. 2023, Eqns. 9-11.

References[edit]

  • Amdeberhan, Tewodros; Gonzalez, Ivan; Harrison, Marshall; Moll, Victor H.; Straub, Armin (2012). "Ramanujan's Master Theorem". The Ramanujan Journal. 29 (1–3): 103–120. CiteSeerX 10.1.1.232.8448. doi:10.1007/s11139-011-9333-y. S2CID 8886049.
  • Ananthanarayan, B.; Banik, Sumit; Friot, Samuel; Pathak, Tanay (2023). "Method of Brackets: Revisiting a technique for calculating Feynman integrals and certain definite integrals". Physical Review D. 108 (8).
  • Berndt, B. (1985). Ramanujan's Notebooks, Part I. New York: Springer-Verlag.
  • Glaisher, J.W.L. (1874). "A new formula in definite integrals". The London, Edinburgh, and Dublin Philosophical Magazine and Journal of Science. 48 (315): 53–55. doi:10.1080/14786447408641072.
  • González, Iván; Moll, V.H.; Schmidt, Iván (2011). "A generalized Ramanujan Master Theorem applied to the evaluation of Feynman diagrams". arXiv:1103.0588 [math-ph].
  • Gonzalez, Ivan; Moll, Victor H. (2010). "Definite integrals by the method of brackets. Part 1,". Advances in Applied Mathematics. 45 (1): 50–73. doi:10.1016/j.aam.2009.11.003.
  • Gonzalez, Ivan; Kohl, Karen; Jiu, Lin; Moll, Victor H. (1 January 2017). "An extension of the method of brackets. Part 1". Open Mathematics. 15 (1): 1181–1211. doi:10.1515/math-2017-0100. ISSN 2391-5455.
  • Gonzalez, Ivan; Kohl, Karen; Jiu, Lin; Moll, Victor H. (March 2018). "The Method of Brackets in Experimental Mathematics". Frontiers in Orthogonal Polynomials and q -Series. WORLD SCIENTIFIC. pp. 307–318. ISBN 978-981-322-887-0.
  • Gonzalez, Ivan; Jiu, Lin; Moll, Victor H. (2020). "An extension of the method of brackets. Part 2". Open Mathematics. 18 (1): 983–995. arXiv:1707.08942. doi:10.1515/math-2020-0062. ISSN 2391-5455.
  • Gonzalez, Ivan; Kondrashuk, Igor; Moll, Victor H.; Recabarren, Luis M. (2022). "Mellin–Barnes integrals and the method of brackets". The European Physical Journal C. 82 (1): 28. doi:10.1140/epjc/s10052-021-09977-x. ISSN 1434-6052.
  • Hardy, G.H. (1978). Ramanujan: Twelve lectures on subjects suggested by his life and work (3rd ed.). New York, NY: Chelsea. ISBN 978-0-8284-0136-4.

External links[edit]