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Gaver-Wynn-Rho algorithm for numerical inversion of Laplace transforms

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Gaver-Wynn-Rho Algorithm

This is a Python reproduction of the Mathematica package that provides the GWR function, NumericalLaplaceInversion.m.

https://library.wolfram.com/infocenter/MathSource/4738/

This package provides only one function: gwr. The function calculates the value of the inverse of a Laplace transform at a specified time value, Sequence of time values, or numpy array of time values.

The Laplace transform should be provided as a function that uses the mpmath library for a scalar value of the Laplace parameter. The math library and numpy functions do not support multiprecision math and will return invalid results if they are used.

Getting Started

Installation if done through pip:

>>> pip install gwr_inversion

Simple Example

>>> import math
>>> from gwr_inversion import gwr
>>> from mpmath import mp

>>> def lap_log_fn(s: float):
...     # log function
...     return -mp.log(s) / s - 0.577216 / s

>>> gwr(lap_log_fn, time=5.0, M=32)
mpf('1.6094375773356333')

>>> math.log(5.0)
1.6094379124341003

See the notebooks in test\ for other use examples.

The method is described in: Valkó, P.P., and Abate J. 2002. Comparison of Sequence Accelerators for the Gaver Method of Numerical Laplace Transform Inversion. Computers and Mathematics with Application 48 (3): 629–636. https://doi.org/10.1016/j.camwa.2002.10.017.

More information on multi-precision inversion can be found in: Valkó, P.P.and Vajda, S. 2002. Inversion of Noise-Free Laplace Transforms: Towards a Standardized Set of Test Problems. Inverse Problems in Engineering 10 (5): 467-483. https://doi.org/10.1080/10682760290004294.

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