Numerical Solution for the Extrapolation Problem of Analytic Functions

In this work, a numerical solution for the extrapolation problem of a discrete set of n values of an unknown analytic function is developed. The proposed method is based on a novel numerical scheme for the rapid calculation of higher order derivatives, exhibiting high accuracy, with error magnitude...

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Main Author: Nikolaos P. Bakas
Format: Article
Language:English
Published: American Association for the Advancement of Science (AAAS) 2019-01-01
Series:Research
Online Access:http://dx.doi.org/10.34133/2019/3903187
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author Nikolaos P. Bakas
author_facet Nikolaos P. Bakas
author_sort Nikolaos P. Bakas
collection DOAJ
description In this work, a numerical solution for the extrapolation problem of a discrete set of n values of an unknown analytic function is developed. The proposed method is based on a novel numerical scheme for the rapid calculation of higher order derivatives, exhibiting high accuracy, with error magnitude of O(10−100) or less. A variety of integrated radial basis functions are utilized for the solution, as well as variable precision arithmetic for the calculations. Multiple alterations in the function’s direction, with no curvature or periodicity information specified, are efficiently foreseen. Interestingly, the proposed procedure can be extended in multiple dimensions. The attained extrapolation spans are greater than two times the given domain length. The significance of the approximation errors is comprehensively analyzed and reported, for 5832 test cases.
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spelling doaj.art-ae70e56849d24e239f9d6b895787eebc2024-03-02T05:26:29ZengAmerican Association for the Advancement of Science (AAAS)Research2639-52742019-01-01201910.34133/2019/3903187Numerical Solution for the Extrapolation Problem of Analytic FunctionsNikolaos P. Bakas0Intelligent Systems Lab & Civil Engineering Department, School of Architecture, Engineering, Land and Environmental Sciences, Neapolis University Pafos, 2 Danais Avenue, 8042 Paphos, CyprusIn this work, a numerical solution for the extrapolation problem of a discrete set of n values of an unknown analytic function is developed. The proposed method is based on a novel numerical scheme for the rapid calculation of higher order derivatives, exhibiting high accuracy, with error magnitude of O(10−100) or less. A variety of integrated radial basis functions are utilized for the solution, as well as variable precision arithmetic for the calculations. Multiple alterations in the function’s direction, with no curvature or periodicity information specified, are efficiently foreseen. Interestingly, the proposed procedure can be extended in multiple dimensions. The attained extrapolation spans are greater than two times the given domain length. The significance of the approximation errors is comprehensively analyzed and reported, for 5832 test cases.http://dx.doi.org/10.34133/2019/3903187
spellingShingle Nikolaos P. Bakas
Numerical Solution for the Extrapolation Problem of Analytic Functions
Research
title Numerical Solution for the Extrapolation Problem of Analytic Functions
title_full Numerical Solution for the Extrapolation Problem of Analytic Functions
title_fullStr Numerical Solution for the Extrapolation Problem of Analytic Functions
title_full_unstemmed Numerical Solution for the Extrapolation Problem of Analytic Functions
title_short Numerical Solution for the Extrapolation Problem of Analytic Functions
title_sort numerical solution for the extrapolation problem of analytic functions
url http://dx.doi.org/10.34133/2019/3903187
work_keys_str_mv AT nikolaospbakas numericalsolutionfortheextrapolationproblemofanalyticfunctions