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Support and approximation properties of Hermite splines

In this paper, we formally investigate two mathematical aspects of Hermite splines that are relevant to practical applications. We first demonstrate that Hermite splines are maximally localized, in the sense that the size of their support is minimal among pairs of functions with identical reproducti...

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Autores principales: Fageot, Julien, Aziznejad, Shayan, Unser, Michael, Uhlmann, Virginie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Koninklijke Vlaamse Ingenieursvereniging 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6919321/
https://www.ncbi.nlm.nih.gov/pubmed/32255895
http://dx.doi.org/10.1016/j.cam.2019.112503
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author Fageot, Julien
Aziznejad, Shayan
Unser, Michael
Uhlmann, Virginie
author_facet Fageot, Julien
Aziznejad, Shayan
Unser, Michael
Uhlmann, Virginie
author_sort Fageot, Julien
collection PubMed
description In this paper, we formally investigate two mathematical aspects of Hermite splines that are relevant to practical applications. We first demonstrate that Hermite splines are maximally localized, in the sense that the size of their support is minimal among pairs of functions with identical reproduction properties. Then, we precisely quantify the approximation power of Hermite splines for the reconstruction of functions and their derivatives. It is known that the Hermite and B-spline approximation schemes have the same approximation order. More precisely, their approximation error vanishes as [Formula: see text] when the step size [Formula: see text] goes to zero. In this work, we show that they actually have the same asymptotic approximation error constants, too. Therefore, they have identical asymptotic approximation properties. Hermite splines combine optimal localization and excellent approximation power, while retaining interpolation properties and closed-form expression, in contrast to existing similar functions. These findings shed a new light on the convenience of Hermite splines in the context of computer graphics and geometrical design.
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spelling pubmed-69193212020-04-01 Support and approximation properties of Hermite splines Fageot, Julien Aziznejad, Shayan Unser, Michael Uhlmann, Virginie J Comput Appl Math Article In this paper, we formally investigate two mathematical aspects of Hermite splines that are relevant to practical applications. We first demonstrate that Hermite splines are maximally localized, in the sense that the size of their support is minimal among pairs of functions with identical reproduction properties. Then, we precisely quantify the approximation power of Hermite splines for the reconstruction of functions and their derivatives. It is known that the Hermite and B-spline approximation schemes have the same approximation order. More precisely, their approximation error vanishes as [Formula: see text] when the step size [Formula: see text] goes to zero. In this work, we show that they actually have the same asymptotic approximation error constants, too. Therefore, they have identical asymptotic approximation properties. Hermite splines combine optimal localization and excellent approximation power, while retaining interpolation properties and closed-form expression, in contrast to existing similar functions. These findings shed a new light on the convenience of Hermite splines in the context of computer graphics and geometrical design. Koninklijke Vlaamse Ingenieursvereniging 2020-04 /pmc/articles/PMC6919321/ /pubmed/32255895 http://dx.doi.org/10.1016/j.cam.2019.112503 Text en © 2019 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Fageot, Julien
Aziznejad, Shayan
Unser, Michael
Uhlmann, Virginie
Support and approximation properties of Hermite splines
title Support and approximation properties of Hermite splines
title_full Support and approximation properties of Hermite splines
title_fullStr Support and approximation properties of Hermite splines
title_full_unstemmed Support and approximation properties of Hermite splines
title_short Support and approximation properties of Hermite splines
title_sort support and approximation properties of hermite splines
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6919321/
https://www.ncbi.nlm.nih.gov/pubmed/32255895
http://dx.doi.org/10.1016/j.cam.2019.112503
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