Analysis of Numerical Differentiation Formulas on a Uniform Grid in the Presence of a Boundary Layer

The issue of numerical differentiation of functions with large gradients is considered. It is assumed that there is a decomposition of a given function of one variable into a sum of a regular component and a boundary layer component; the latter is responsible for large gradients of the function and is known up to a factor. This decomposition is valid, in particular, for a solution of a singularly perturbed boundary value problem. However, the application of the classical polynomial formulas of numerical differentiation to functions with large gradients may produce significant errors. Numerical differentiation formulas that are exact on the boundary layer component are studied, and their error is estimated. Such formulas are proved to be more accurate than the classical ones in the case of the presence of a boundary layer component. An approach to estimating the error of the proposed formulas is suggested, and its applicability is shown in particular cases. The results of numerical experiments are presented. These results comply with the obtained error estimates and show an advantage in the accuracy of the proposed formulas.

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Publication Details

Journal
Proceedings of the Steklov Institute of Mathematics
Published
2024-12-01
DOI
https://doi.org/10.1134/s0081543824070204
Primary Topic
Differential Equations and Numerical Methods
Type
article
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article

Analysis of Numerical Differentiation Formulas on a Uniform Grid in the Presence of a Boundary Layer

А. И. Задорин
Proceedings of the Steklov Institute of Mathematics
Differential Equations and Numerical Methods
article

Analysis of Numerical Differentiation Formulas on a Uniform Grid in the Presence of a Boundary Layer

А. И. Задорин
article en

Abstract

The issue of numerical differentiation of functions with large gradients is considered. It is assumed that there is a decomposition of a given function of one variable into a sum of a regular component and a boundary layer component; the latter is responsible for large gradients of the function and is known up to a factor. This decomposition is valid, in particular, for a solution of a singularly perturbed boundary value problem. However, the application of the classical polynomial formulas of numerical differentiation to functions with large gradients may produce significant errors. Numerical differentiation formulas that are exact on the boundary layer component are studied, and their error is estimated. Such formulas are proved to be more accurate than the classical ones in the case of the presence of a boundary layer component. An approach to estimating the error of the proposed formulas is suggested, and its applicability is shown in particular cases. The results of numerical experiments are presented. These results comply with the obtained error estimates and show an advantage in the accuracy of the proposed formulas.

Proceedings of the Steklov Institute of MathematicsVol. 327(S1)
Sobolev Institute of Mathematics (RU), Siberian Branch of the Russian Academy of Sciences (RU)
Reduced inequalities
Openalex Percentile: Top 59%
Differential Equations and Numerical Methods
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